A High Performance IDDQ Testable Cache for Scaled CMOS Technologies. - Swarup Bhunia; Hai Li 001; Kaushik Roy 001 (Asian Test Symposium, 2002)

DRG-cache: a data retention gated-ground cache for low power. - Amit Agarwal 001; Hai Li 001; Kaushik Roy 001 (DAC, 2002)

Deterministic Clock Gating for Microprocessor Power Reduction. - Hai Li 001; Swarup Bhunia; Yiran Chen 001; T. N. Vijaykumar; Kaushik Roy 001 (HPCA, 2003)

VSV: L2-Miss-Driven Variable Supply-Voltage Scaling for Low Power. - Hai Li 001; Chen-Yong Cher; T. N. Vijaykumar; Kaushik Roy 001 (MICRO, 2003)

A single-Vt low-leakage gated-ground cache for deep submicron. - Amit Agarwal 001; Hai Li 001; Kaushik Roy 001 (IEEE J. Solid State Circuits, 2003)

DCG: deterministic clock-gating for low-power microprocessor design. - Hai Li 001; Swarup Bhunia; Yiran Chen 001; Kaushik Roy 001; T. N. Vijaykumar (IEEE Trans. Very Large Scale Integr. Syst., 2004)

Cascaded carry-select adder (C2SA): a new structure for low-power CSA design. - Yiran Chen 001; Hai Li 001; Kaushik Roy 001; Cheng-Kok Koh (ISLPED, 2005)

Combined circuit and architectural level variable supply-voltage scaling for low power. - Hai Li 001; Chen-Yong Cher; Kaushik Roy 001; T. N. Vijaykumar (IEEE Trans. Very Large Scale Integr. Syst., 2005)

SAVS: a self-adaptive variable supply-voltage technique for process- tolerant and power-efficient multi-issue superscalar processor design. - Hai Li 001; Yiran Chen 001; Kaushik Roy 001; Cheng-Kok Koh (ASP-DAC, 2006)

VOSCH: Voltage scaled cache hierarchies. - Weng-Fai Wong; Cheng-Kok Koh; Yiran Chen 001; Hai Li 001 (ICCD, 2007)

Variable-latency adder (VL-adder): new arithmetic circuit design practice to overcome NBTI. - Yiran Chen 001; Hai Li 001; Jing Li 073; Cheng-Kok Koh (ISLPED, 2007)

Circuit and microarchitecture evaluation of 3D stacking magnetic RAM (MRAM) as a universal memory replacement. - Xiangyu Dong 001; Xiaoxia Wu; Guangyu Sun 003; Yuan Xie 001; Hai Li 001; Yiran Chen 001 (DAC, 2008)

Design Margin Exploration of Spin-Torque Transfer RAM (SPRAM). - Yiran Chen 001; Xiaobin Wang; Hai Li 001; Harry Liu; Dimitar V. Dimitrov (ISQED, 2008)

An overview of non-volatile memory technology and the implication for tools and architectures. - Hai Li 001; Yiran Chen 001 (DATE, 2009)

The salvage cache: A fault-tolerant cache architecture for next-generation memory technologies. - Cheng-Kok Koh; Weng-Fai Wong; Yiran Chen 001; Hai Li 001 (ICCD, 2009)

Thermal-Assisted Spin Transfer Torque Memory (STT-RAM) Cell Design Exploration. - Hai Li 001; Haiwen Xi; Yiran Chen 001; John Stricklin; Xiaobin Wang; Tong Zhang 002 (ISVLSI, 2009)

Tolerating process variations in large, set-associative caches: The buddy cache. - Cheng-Kok Koh; Weng-Fai Wong; Yiran Chen 001; Hai Li 001 (ACM Trans. Archit. Code Optim., 2009)

Gated Decap: Gate Leakage Control of On-Chip Decoupling Capacitors in Scaled Technologies. - Yiran Chen 001; Hai Li 001; Kaushik Roy 001; Cheng-Kok Koh (IEEE Trans. Very Large Scale Integr. Syst., 2009)

A nondestructive self-reference scheme for Spin-Transfer Torque Random Access Memory (STT-RAM). - Yiran Chen 001; Hai Li 001; Xiaobin Wang; Wenzhong Zhu; Wei Xu 021; Tong Zhang 002 (DATE, 2010)

Compact model of memristors and its application in computing systems. - Hai Li 001; Miao Hu 002 (DATE, 2010)

A Hybrid solid-state storage architecture for the performance, energy consumption, and lifetime improvement. - Guangyu Sun 003; Yongsoo Joo; Yibo Chen; Dimin Niu; Yuan Xie 001; Yiran Chen 001; Hai Li 001 (HPCA, 2010)

Variation tolerant sensing scheme of Spin-Transfer Torque Memory for yield improvement. - Zhenyu Sun 001; Hai Li 001; Yiran Chen 001; Xiaobin Wang (ICCAD, 2010)

Combined magnetic- and circuit-level enhancements for the nondestructive self-reference scheme of STT-RAM. - Yiran Chen 001; Hai Li 001; Xiaobin Wang; Wenzhong Zhu; Wei Xu 021; Tong Zhang 002 (ISLPED, 2010)

Scalability of PCMO-based resistive switch device in DSM technologies. - Yiran Chen 001; Wei Tian; Hai Li 001; Xiaobin Wang; Wenzhong Zhu (ISQED, 2010)

Variable-Latency Adder (VL-Adder) Designs for Low Power and NBTI Tolerance. - Yiran Chen 001; Hai Li 001; Cheng-Kok Koh; Guangyu Sun 003; Jing Li 073; Yuan Xie 001; Kaushik Roy 001 (IEEE Trans. Very Large Scale Integr. Syst., 2010)

Design Margin Exploration of Spin-Transfer Torque RAM (STT-RAM) in Scaled Technologies. - Yiran Chen 001; Xiaobin Wang; Hai Li 001; Haiwen Xi; Yuan Yan; Wenzhong Zhu (IEEE Trans. Very Large Scale Integr. Syst., 2010)

Emerging sensing techniques for emerging memories. - Yiran Chen 001; Hai Li 001 (ASP-DAC, 2011)

Geometry variations analysis of TiO2 thin-film and spintronic memristors. - Miao Hu 002; Hai Li 001; Yiran Chen 001; Xiaobin Wang; Robinson E. Pino (ASP-DAC, 2011)

A 1.0V 45nm nonvolatile magnetic latch design and its robustness analysis. - Peiyuan Wang; Xiang Chen 010; Yiran Chen 001; Hai Li 001; Seung-Hyuk Kang; Xiaochun Zhu; Wenqing Wu (CICC, 2011)

Emerging non-volatile memories: opportunities and challenges. - Chun Jason Xue; Youtao Zhang; Yiran Chen 001; Guangyu Sun 003; Jianhua Joshua Yang; Hai Li 001 (CODES+ISSS, 2011)

3D-ICML: A 3D bipolar ReRAM design with interleaved complementary memory layers. - Yi-Chung Chen; Hai Li 001; Yiran Chen 001; Robinson E. Pino (DATE, 2011)

Fast statistical model of TiO2 thin-film memristor and design implication. - Miao Hu 002; Hai Li 001; Robinson E. Pino (ICCAD, 2011)

Universal statistical cure for predicting memory loss. - Rajiv V. Joshi; Rouwaida Kanj; Peiyuan Wang; Hai Li 001 (ICCAD, 2011)

Processor caches with multi-level spin-transfer torque ram cells. - Yiran Chen 001; Weng-Fai Wong; Hai Li 001; Cheng-Kok Koh (ISLPED, 2011)

Multi retention level STT-RAM cache designs with a dynamic refresh scheme. - Zhenyu Sun 001; Xiuyuan Bi; Hai (Helen) Li; Weng-Fai Wong; Zhong-Liang Ong; Xiaochun Zhu; Wenqing Wu (MICRO, 2011)

3D-HIM: A 3D High-density Interleaved Memory for bipolar RRAM design. - Yi-Chung Chen; Hai Li 001; Wei Zhang 012; Robinson E. Pino (NANOARCH, 2011)

Stacking magnetic random access memory atop microprocessors: an architecture-level evaluation. - Xiangyu Dong 001; Xiaoxia Wu; Yuan Xie 001; Yiran Chen 001; Hai (Helen) Li (IET Comput. Digit. Tech., 2011)

Spintronic Memristor: Compact Model and Statistical Analysis. - Miao Hu 002; Hai (Helen) Li; Yiran Chen 001; Xiaobin Wang (J. Low Power Electron., 2011)

Fine-grained dynamic voltage scaling on OLED display. - Xiang Chen 010; Jian Zheng; Yiran Chen 001; Wei Zhang 012; Hai Li 001 (ASP-DAC, 2012)

A Look Up Table design with 3D bipolar RRAMs. - Yi-Chung Chen; Wei Zhang 012; Hai Li 001 (ASP-DAC, 2012)

Hardware realization of BSB recall function using memristor crossbar arrays. - Miao Hu 002; Hai Li 001; Qing Wu 002; Garrett S. Rose (DAC, 2012)

Statistical memristor modeling and case study in neuromorphic computing. - Robinson E. Pino; Hai (Helen) Li; Yiran Chen 001; Miao Hu 002; Beiye Liu (DAC, 2012)

Spintronic memristor based temperature sensor design with CMOS current reference. - Xiuyuan Bi; Chao Zhang 007; Hai Li 001; Yiran Chen 001; Robinson E. Pino (DATE, 2012)

Architecting a common-source-line array for bipolar non-volatile memory devices. - Bo Zhao 007; Jun Yang 002; Youtao Zhang; Yiran Chen 001; Hai Li 001 (DATE, 2012)

Non-volatile 3D stacking RRAM-based FPGA. - Yi-Chung Chen; Wenhua Wang; Hai Li 001; Wei Zhang 012 (FPL, 2012)

uBRAM-based run-time reconfigurable FPGA and corresponding reconfiguration methodology. - Yi-Chung Chen; Wenhua Wang; Wei Zhang 012; Hai Li 001 (FPT, 2012)

Probabilistic design methodology to improve run-time stability and performance of STT-RAM caches. - Xiuyuan Bi; Zhenyu Sun 001; Hai Li 001; Wenqing Wu (ICCAD, 2012)

Memristor crossbar based hardware realization of BSB recall function. - Miao Hu 002; Hai Li 001; Qing Wu 002; Garrett S. Rose; Yiran Chen 001 (IJCNN, 2012)

Memristor-based synapse design and training scheme for neuromorphic computing architecture. - Hui Wang; Hai Li 001; Robinson E. Pino (IJCNN, 2012)

A novel peripheral circuit for RRAM-based LUT. - Yi-Chung Chen; Hai Li 001; Wei Zhang 012 (ISCAS, 2012)

Process variation aware data management for STT-RAM cache design. - Zhenyu Sun 001; Xiuyuan Bi; Hai Li 001 (ISLPED, 2012)

A dual-mode architecture for fast-switching STT-RAM. - Zhenyu Sun 001; Hai Li 001; Wenqing Wu (ISLPED, 2012)

Analysis and Optimization of Thermal Effect on STT-RAM Based 3-D Stacked Cache Design. - Xiuyuan Bi; Hai Li 001; Jae-Joon Kim (ISVLSI, 2012)

Memristor in neuromorphic computing. - Hai Li 001 (SoCC, 2012)

Nonvolatile Memories as the Data Storage System for Implantable ECG Recorder. - Zhenyu Sun 001; Xiang Chen 010; Yaojun Zhang; Hai Li 001; Yiran Chen 001 (ACM J. Emerg. Technol. Comput. Syst., 2012)

A 130 nm 1.2 V/3.3 V 16 Kb Spin-Transfer Torque Random Access Memory With Nondestructive Self-Reference Sensing Scheme. - Yiran Chen 001; Hai Li 001; Xiaobin Wang; Wenzhong Zhu; Wei Xu 021; Tong Zhang 002 (IEEE J. Solid State Circuits, 2012)

Voltage Driven Nondestructive Self-Reference Sensing Scheme of Spin-Transfer Torque Memory. - Zhenyu Sun 001; Hai Li 001; Yiran Chen 001; Xiaobin Wang (IEEE Trans. Very Large Scale Integr. Syst., 2012)

Low-Power Design of Emerging Memory Technologies. - Yiran Chen 001; Hai Li 001; Yuan Xie 001; Dimin Niu (Handbook of Energy-Aware and Green Computing, 2012)

BSB training scheme implementation on memristor-based circuit. - Miao Hu 002; Hai Li 001; Yiran Chen 001; Qing Wu 002; Garrett S. Rose (CISDA, 2013)

Bio-inspired ultra lower-power neuromorphic computing engine for embedded systems. - Beiye Liu; Miao Hu 002; Hai Li 001; Yiran Chen 001; Chun Xue 001 (CODES+ISSS, 2013)

Digital-assisted noise-eliminating training for memristor crossbar-based analog neuromorphic computing engine. - Beiye Liu; Miao Hu 002; Hai Li 001; Zhi-Hong Mao; Yiran Chen 001; Tingwen Huang; Wei Zhang 012 (DAC, 2013)

Cross-layer racetrack memory design for ultra high density and low power consumption. - Zhenyu Sun 001; Wenqing Wu; Hai (Helen) Li (DAC, 2013)

STT-RAM designs supporting dual-port accesses. - Xiuyuan Bi; Mohamed Anis Weldon; Hai Li 001 (DATE, 2013)

DA-RAID-5: a disturb aware data protection technique for NAND flash storage systems. - Jie Guo 002; Wujie Wen; Yaojun Zhang; Sicheng Li 001; Hai Li 001; Yiran Chen 001 (DATE, 2013)

A hardware security scheme for RRAM-based FPGA. - Yi-Chung Chen; Wei Zhang 012; Hai (Helen) Li (FPL, 2013)

Coordinating prefetching and STT-RAM based last-level cache management for multicore systems. - Mengjie Mao; Hai (Helen) Li; Alex K. Jones; Yiran Chen 001 (ACM Great Lakes Symposium on VLSI, 2013)

Unleashing the potential of MLC STT-RAM caches. - Xiuyuan Bi; Mengjie Mao; Danghui Wang; Hai Li 001 (ICCAD, 2013)

A neuromorphic architecture for anomaly detection in autonomous large-area traffic monitoring. - Qiuwen Chen; Qinru Qiu; Hai Li 001; Qing Wu 002 (ICCAD, 2013)

ADAMS: asymmetric differential STT-RAM cell structure for reliable and high-performance applications. - Yaojun Zhang; Ismail Bayram; Yu Wang 002; Hai Li 001; Yiran Chen 001 (ICCAD, 2013)

Memristor-based synapse design and a case study in reconfigurable systems. - Feng Ji; Hai (Helen) Li; Bryant T. Wysocki; Clare Thiem; Nathan R. McDonald (IJCNN, 2013)

A practical low-power memristor-based analog neural branch predictor. - Jianxing Wang; Yenni Tim; Weng-Fai Wong; Hai (Helen) Li (ISLPED, 2013)

A pseudo-weighted sensing scheme for memristor based cross-point memory. - Zhijie Chen; Lu Zhang; Xiuyuan Bi; Hai Li 001 (NANOARCH, 2013)

On-chip caches built on multilevel spin-transfer torque RAM cells and its optimizations. - Yiran Chen 001; Weng-Fai Wong; Hai Li 001; Cheng-Kok Koh; Yaojun Zhang; Wujie Wen (ACM J. Emerg. Technol. Comput. Syst., 2013)

C1C: A configurable, compiler-guided STT-RAM L1 cache. - Yong Li 009; Yaojun Zhang; Hai Li 001; Yiran Chen 001; Alex K. Jones (ACM Trans. Archit. Code Optim., 2013)

Common-source-line array: An area efficient memory architecture for bipolar nonvolatile devices. - Bo Zhao 007; Jun Yang 002; Youtao Zhang; Yiran Chen 001; Hai Li 001 (ACM Trans. Design Autom. Electr. Syst., 2013)

The stochastic modeling of TiO2 memristor and its usage in neuromorphic system design. - Miao Hu 002; Yu Wang 002; Qinru Qiu; Yiran Chen 001; Hai Li 001 (ASP-DAC, 2014)

A coherent hybrid SRAM and STT-RAM L1 cache architecture for shared memory multicores. - Jianxing Wang; Yenni Tim; Weng-Fai Wong; Zhong-Liang Ong; Zhenyu Sun 001; Hai Li 001 (ASP-DAC, 2014)

A New Field-assisted Access Scheme of STT-RAM with Self-reference Capability. - Enes Eken; Yaojun Zhang; Wujie Wen; Rajiv V. Joshi; Hai Li 001; Yiran Chen 001 (DAC, 2014)

Exploration of GPGPU Register File Architecture Using Domain-wall-shift-write based Racetrack Memory. - Mengjie Mao; Wujie Wen; Yaojun Zhang; Yiran Chen 001; Hai (Helen) Li (DAC, 2014)

ICE: Inline calibration for memristor crossbar-based computing engine. - Boxun Li; Yu Wang 002; Yiran Chen 001; Hai (Helen) Li; Huazhong Yang (DATE, 2014)

Accelerating graph computation with racetrack memory and pointer-assisted graph representation. - Eunhyuk Park; Sungjoo Yoo; Sunggu Lee; Hai Helen Li (DATE, 2014)

Hierarchical library-based power estimator for versatile FPGAs (abstract only). - Hao Liang 003; Yi-Chung Chen; Wei Zhang 012; Hai Li 001 (FPGA, 2014)

BMP: a fast B*-tree based modular placer for FPGAs (abstract only). - Fubing Mao; Yi-Chung Chen; Wei Zhang 012; Hai Li 001 (FPGA, 2014)

A heterogeneous computing system with memristor-based neuromorphic accelerators. - Xiaoxiao Liu 001; Mengjie Mao; Hai Li 001; Yiran Chen 001; Hao Jiang 014; J. Joshua Yang; Qing Wu 002; Mark Barnell (HPEC, 2014)

Reduction and IR-drop compensations techniques for reliable neuromorphic computing systems. - Beiye Liu; Hai Li 001; Yiran Chen 001; Xin Li 001; Tingwen Huang; Qing Wu 002; Mark Barnell (ICCAD, 2014)

Optimizing MLC-based STT-RAM caches by dynamic block size reconfiguration. - Jianxing Wang; Pooja Roy; Weng-Fai Wong; Xiuyuan Bi; Hai Li 001 (ICCD, 2014)

STDP learning rule based on memristor with STDP property. - Ling Chen 010; Chuandong Li 001; Tingwen Huang; Xing He 001; Hai Li 001; Yiran Chen 001 (IJCNN, 2014)

An adjustable memristor model and its application in small-world neural networks. - Xiaofang Hu; Gang Feng 001; Hai Li 001; Yiran Chen 001; Shukai Duan 001 (IJCNN, 2014)

Bio-inspired computing with resistive memories - models, architectures and applications. - Qing Wu 002; Beiye Liu; Yiran Chen 001; Hai Li 001; Qiuwen Chen; Qinru Qiu (ISCAS, 2014)

Neuromorphic hardware acceleration enabled by emerging technologies (Invited paper). - Hai Li 001; Xiaoxiao Liu 001; Mengjie Mao; Yiran Chen 001; Qing Wu 002; Mark Barnell (ISIC, 2014)

Energy efficient spiking neural network design with RRAM devices. - Tianqi Tang 001; Rong Luo; Boxun Li; Hai Li 001; Yu Wang 002; Huazhong Yang (ISIC, 2014)

Design exploration of racetrack lower-level caches. - Zhenyu Sun 001; Xiuyuan Bi; Alex K. Jones; Hai Li 001 (ISLPED, 2014)

Memristor Modeling - Static, Statistical, and Stochastic Methodologies. - Hai Li 001; Miao Hu 002; Chuandong Li 001; Shukai Duan 001 (ISVLSI, 2014)

A Weighted Sensing Scheme for ReRAM-Based Cross-Point Memory Array. - Chenchen Liu; Hai Li 001 (ISVLSI, 2014)

Neuromorphic acceleration for context aware text image recognition. - Qinru Qiu; Zhe Li 001; Khadeer Ahmed; Hai (Helen) Li; Miao Hu 002 (SiPS, 2014)

Emerging memristor technology enabled next generation cortical processor. - Hai Li 001; Miao Hu 002; Xiaoxiao Liu 001; Mengjie Mao; Chuandong Li 001; Shukai Duan 001 (SoCC, 2014)

Memristor Crossbar-Based Neuromorphic Computing System: A Case Study. - Miao Hu 002; Hai Li 001; Yiran Chen 001; Qing Wu 002; Garrett S. Rose; Richard W. Linderman (IEEE Trans. Neural Networks Learn. Syst., 2014)

STT-RAM Cache Hierarchy With Multiretention MTJ Designs. - Zhenyu Sun 001; Xiuyuan Bi; Hai Li 001; Weng-Fai Wong; Xiaochun Zhu (IEEE Trans. Very Large Scale Integr. Syst., 2014)

An efficient STT-RAM-based register file in GPU architectures. - Xiaoxiao Liu 001; Mengjie Mao; Xiuyuan Bi; Hai Li 001; Yiran Chen 001 (ASP-DAC, 2015)

Quantitative modeling of racetrack memory, a tradeoff among area, performance, and power. - Chao Zhang 007; Guangyu Sun 003; Weiqi Zhang; Fan Mi; Hai Li 001; Weisheng Zhao (ASP-DAC, 2015)

Spiking-based matrix computation by leveraging memristor crossbar array. - Hai (Helen) Li; Chenchen Liu; Bonan Yan; Chaofei Yang; Linghao Song; Zheng Li; Yiran Chen 001; Weijie Zhu; Qing Wu 002; Hao Jiang 014 (CISDA, 2015)

FlexLevel: a novel NAND flash storage system design for LDPC latency reduction. - Jie Guo 002; Wujie Wen; Jingtong Hu; Danghui Wang; Hai Li 001; Yiran Chen 001 (DAC, 2015)

Vortex: variation-aware training for memristor X-bar. - Beiye Liu; Hai Li 001; Yiran Chen 001; Xin Li 001; Qing Wu 002; Tingwen Huang (DAC, 2015)

RENO: a high-efficient reconfigurable neuromorphic computing accelerator design. - Xiaoxiao Liu 001; Mengjie Mao; Beiye Liu; Hai Li 001; Yiran Chen 001; Boxun Li; Yu Wang 002; Hao Jiang 014; Mark Barnell; Qing Wu 002; Jianhua Joshua Yang (DAC, 2015)

Cloning your mind: security challenges in cognitive system designs and their solutions. - Beiye Liu; Chunpeng Wu; Hai Li 001; Yiran Chen 001; Qing Wu 002; Mark Barnell; Qinru Qiu (DAC, 2015)

A spiking neuromorphic design with resistive crossbar. - Chenchen Liu; Bonan Yan; Chaofei Yang; Linghao Song; Zheng Li; Beiye Liu; Yiran Chen 001; Hai Li 001; Qing Wu 002; Hao Jiang 014 (DAC, 2015)

VWS: a versatile warp scheduler for exploring diverse cache localities of GPGPU applications. - Mengjie Mao; Jingtong Hu; Yiran Chen 001; Hai Li 001 (DAC, 2015)

Giant spin hall effect (GSHE) logic design for low power application. - Yaojun Zhang; Bonan Yan; Wenqing Wu; Hai Li 001; Yiran Chen 001 (DATE, 2015)

FPGA Acceleration of Recurrent Neural Network Based Language Model. - Sicheng Li 001; Chunpeng Wu; Hai Li 001; Boxun Li; Yu Wang 002; Qinru Qiu (FCCM, 2015)

Hierarchical library based power estimator for versatile FPGAs. - Hao Liang 003; Wei Zhang 012; Sharad Sinha; Yi-Chung Chen; Hai Li 001 (FPL, 2015)

Energy Efficient RRAM Spiking Neural Network for Real Time Classification. - Yu Wang 002; Tianqi Tang 001; Lixue Xia; Boxun Li; Peng Gu; Huazhong Yang; Hai Li 001; Yuan Xie 001 (ACM Great Lakes Symposium on VLSI, 2015)

A Novel True Random Number Generator Design Leveraging Emerging Memristor Technology. - Yandan Wang; Wei Wen; Hai Li 001; Miao Hu 002 (ACM Great Lakes Symposium on VLSI, 2015)

A High-Speed Robust NVM-TCAM Design Using Body Bias Feedback. - Bonan Yan; Zheng Li; Yaojun Zhang; Jianlei Yang 001; Hai Li 001; Weisheng Zhao; Pierre Chor-Fung Chia (ACM Great Lakes Symposium on VLSI, 2015)

The applications of memristor devices in next-generation cortical processor designs. - Hai Li 001; Beiye Liu; Xiaoxiao Liu 001; Mengjie Mao; Yiran Chen 001; Qing Wu 002; Qinru Qiu (ISCAS, 2015)

A new self-reference sensing scheme for TLC MRAM. - Zheng Li; Bonan Yan; Lun Yang; Weisheng Zhao; Yiran Chen 001; Hai Li 001 (ISCAS, 2015)

Hierarchical Library Based Power Estimator for Versatile FPGAs. - Hao Liang 003; Yi-Chung Chen; Tao Luo 014; Wei Zhang 012; Hai Li 001; Bingsheng He (MCSoC, 2015)

Hardware acceleration for neuromorphic computing: An evolving view. - Beiye Liu; Xiaoxiao Liu 001; Chenchen Liu; Wei Wen; M. Meng; Hai Li 001; Yiran Chen 001 (NVMTS, 2015)

The evolutionary spintronic technologies and their usage in high performance computing. - Hai (Helen) Li; Xiuyuan Bi; Zhenyu Sun 001 (SoCC, 2015)

An overview on memristor crossabr based neuromorphic circuit and architecture. - Zheng Li; Chenchen Liu; Yandan Wang; Bonan Yan; Chaofei Yang; Jianlei Yang 001; Hai Li 001 (VLSI-SoC, 2015)

Read Performance: The Newest Barrier in Scaled STT-RAM. - Yaojun Zhang; Yong Li 009; Zhenyu Sun 001; Hai Li 001; Yiran Chen 001; Alex K. Jones (IEEE Trans. Very Large Scale Integr. Syst., 2015)

A novel PUF based on cell error rate distribution of STT-RAM. - Xian Zhang 001; Guangyu Sun 003; Yaojun Zhang; Yiran Chen 001; Hai Li 001; Wujie Wen; Jia Di (ASP-DAC, 2016)

TEMP: thread batch enabled memory partitioning for GPU. - Mengjie Mao; Wujie Wen; Xiaoxiao Liu 001; Jingtong Hu; Danghui Wang; Yiran Chen 001; Hai Li 001 (DAC, 2016)

A new learning method for inference accuracy, core occupation, and performance co-optimization on TrueNorth chip. - Wei Wen; Chunpeng Wu; Yandan Wang; Kent W. Nixon; Qing Wu 002; Mark Barnell; Hai Li 001; Yiran Chen 001 (DAC, 2016)

Sliding Basket: An adaptive ECC scheme for runtime write failure suppression of STT-RAM cache. - Xue Wang; Mengjie Mao; Enes Eken; Wujie Wen; Hai Li 001; Yiran Chen 001 (DATE, 2016)

A holistic tri-region MLC STT-RAM design with combined performance, energy, and reliability optimizations. - Wujie Wen; Mengjie Mao; Hai Li 001; Yiran Chen 001; Yukui Pei; Ning Ge 001 (DATE, 2016)

ApesNet: A Pixel-wise Efficient Segmentation Network. - Chunpeng Wu; Hsin-Pai Cheng; Sicheng Li 001; Hai Helen Li; Yiran Chen 001 (ESTIMedia, 2016)

The Applications of NVM Technology in Hardware Security. - Chaofei Yang; Beiye Liu; Yandan Wang; Yiran Chen 001; Hai Li 001; Xian Zhang 001; Guangyu Sun 003 (ACM Great Lakes Symposium on VLSI, 2016)

A data locality-aware design framework for reconfigurable sparse matrix-vector multiplication kernel. - Sicheng Li 001; Yandan Wang; Wujie Wen; Yu Wang 002; Yiran Chen 001; Hai Li 001 (ICCAD, 2016)

Security of neuromorphic computing: thwarting learning attacks using memristor's obsolescence effect. - Chaofei Yang; Beiye Liu; Hai Li 001; Yiran Chen 001; Wujie Wen; Mark Barnell; Qing Wu 002; Jeyavijayan Rajendran (ICCAD, 2016)

Security challenges in smart surveillance systems and the solutions based on emerging nano-devices. - Chaofei Yang; Chunpeng Wu; Hai Li 001; Yiran Chen 001; Mark Barnell; Qing Wu 002 (ICCAD, 2016)

Design techniques of eNVM-enabled neuromorphic computing systems. - Chang Song 001; Beiye Liu; Chenchen Liu; Hai Li 001; Yiran Chen 001 (ICCD, 2016)

Neural processor design enabled by memristor technology. - Chenchen Liu; Yiran Chen 001; Hai Li 001 (ICRC, 2016)

Built-in selectors self-assembled into memristors. - Somnath Chakraborty 002; Saumil Joshi; Qiangfei Xia; Hai Li 001; Yiran Chen 001; Hao Jiang 014; Qing Wu 002; Mark Barnell; J. Joshua Yang (ISCAS, 2016)

Heterogeneous systems with reconfigurable neuromorphic computing accelerators. - Sicheng Li 001; Xiaoxiao Liu 001; Mengjie Mao; Hai (Helen) Li; Yiran Chen 001; Boxun Li; Yu Wang 002 (ISCAS, 2016)

Security of neuromorphic systems: Challenges and solutions. - Beiye Liu; Chaofei Yang; Hai Li 001; Yiran Chen 001; Qing Wu 002; Mark Barnell (ISCAS, 2016)

A neuromorphic ASIC design using one-selector-one-memristor crossbar. - Bonan Yan; Amr Mahmoud Mahmoud; Jianhua Joshua Yang; Qing Wu 002; Yiran Chen 001; Hai (Helen) Li (ISCAS, 2016)

Design and Implementation of a 4Kb STT-MRAM with Innovative 200nm Nano-ring Shaped MTJ. - Zheng Li; Xiuyuan Bi; Hai (Helen) Li; Yiran Chen 001; Jianying Qin; Peng Guo; Wenjie Kong; Wenshan Zhan; Xiufeng Han; Hong Zhang; Lingling Wang; Guanping Wu; et al. (ISLPED, 2016)

A Memristor Crossbar Based Computing Engine Optimized for High Speed and Accuracy. - Chenchen Liu; Qing Yang 011; Bonan Yan; Jianlei Yang 001; Xiaocong Du; Weijie Zhu; Hao Jiang 014; Qing Wu 002; Mark Barnell; Hai Li 001 (ISVLSI, 2016)

Exploring the optimal learning technique for IBM TrueNorth platform to overcome quantization loss. - Hsin-Pai Cheng; Wei Wen; Chang Song 001; Beiye Liu; Hai Li 001; Yiran Chen 001 (NANOARCH, 2016)

Learning Structured Sparsity in Deep Neural Networks. - Wei Wen; Chunpeng Wu; Yandan Wang; Yiran Chen 001; Hai Li 001 (NIPS, 2016)

Objnandsim: object-based NAND flash device simulator. - Jie Guo 002; Chuhan Min; Tao Cai; Hai Li 001; Yiran Chen 001 (NVMSA, 2016)

Spin-Hall Assisted STT-RAM Design and Discussion. - Enes Eken; Ismail Bayram; Yaojun Zhang; Bonan Yan; Wenqing Wu; Hai (Helen) Li; Yiran Chen 001 (SLIP, 2016)

Holistic SparseCNN: Forging the Trident of Accuracy, Speed, and Size. - Jongsoo Park; Sheng R. Li; Wei Wen; Hai Li 001; Yiran Chen 001; Pradeep Dubey (CoRR, 2016)

Leveraging Stochastic Memristor Devices in Neuromorphic Hardware Systems. - Miao Hu 002; Yandan Wang; Wei Wen; Yu Wang 002; Hai Li 001 (IEEE J. Emerg. Sel. Topics Circuits Syst., 2016)

Spintronic Memristor as Interface Between DNA and Solid State Devices. - Jianlei Yang 001; Zhenyu Sun 001; Xiaobin Wang; Yiran Chen 001; Hai Li 001 (IEEE J. Emerg. Sel. Topics Circuits Syst., 2016)

ApesNet: a pixel-wise efficient segmentation network for embedded devices. - Chunpeng Wu; Hsin-Pai Cheng; Sicheng Li 001; Hai (Helen) Li; Yiran Chen 001 (IET Cyper-Phys. Syst.: Theory & Appl., 2016)

Small-world Hopfield neural networks with weight salience priority and memristor synapses for digit recognition. - Shukai Duan 001; Zhekang Dong; Xiaofang Hu; Lidan Wang 001; Hai Li 001 (Neural Comput. Appl., 2016)

Array Organization and Data Management Exploration in Racetrack Memory. - Zhenyu Sun 001; Xiuyuan Bi; Wenqing Wu; Sungjoo Yoo; Hai (Helen) Li (IEEE Trans. Computers, 2016)

Radiation-Induced Soft Error Analysis of STT-MRAM: A Device to Circuit Approach. - Jianlei Yang 001; Peiyuan Wang; Yaojun Zhang; Yuanqing Cheng; Weisheng Zhao; Yiran Chen 001; Hai (Helen) Li (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2016)

Harmonica: A Framework of Heterogeneous Computing Systems With Memristor-Based Neuromorphic Computing Accelerators. - Xiaoxiao Liu 001; Mengjie Mao; Beiye Liu; Boxun Li; Yu Wang 002; Hao Jiang 014; Mark Barnell; Qing Wu 002; Jianhua Joshua Yang; Hai Li 001; Yiran Chen 001 (IEEE Trans. Circuits Syst. I Regul. Pap., 2016)

Guest Editorial: Design and Applications of Neuromorphic Computing System. - Hai (Helen) Li; Qinru Qiu; Yu Wang 002 (IEEE Trans. Multi Scale Comput. Syst., 2016)

Library-Based Placement and Routing in FPGAs with Support of Partial Reconfiguration. - Fubing Mao; Yi-Chung Chen; Wei Zhang 012; Hai (Helen) Li; Bingsheng He (ACM Trans. Design Autom. Electr. Syst., 2016)

A Neuromorphic Architecture for Context Aware Text Image Recognition. - Qinru Qiu; Zhe Li 001; Khadeer Ahmed; Wei Liu; Syed Faisal Habib; Hai (Helen) Li; Miao Hu 002 (J. Signal Process. Syst., 2016)

A memristor-based neuromorphic engine with a current sensing scheme for artificial neural network applications. - Chenchen Liu; Qing Yang 011; Chi Zhang; Hao Jiang 014; Qing Wu 002; Hai Helen Li (ASP-DAC, 2017)

Extending the lifetime of object-based NAND flash device with STT-RAM/DRAM hybrid buffer. - Chuhan Min; Jie Guo 002; Hai Li 001; Yiran Chen 001 (ASP-DAC, 2017)

Classification accuracy improvement for neuromorphic computing systems with one-level precision synapses. - Yandan Wang; Wei Wen; Linghao Song; Hai Helen Li (ASP-DAC, 2017)

A Compact DNN: Approaching GoogLeNet-Level Accuracy of Classification and Domain Adaptation. - Chunpeng Wu; Wei Wen; Tariq Afzal; Yongmei Zhang; Yiran Chen 001; Hai Li 001 (CVPR, 2017)

Rescuing Memristor-based Neuromorphic Design with High Defects. - Chenchen Liu; Miao Hu 002; John Paul Strachan; Hai (Helen) Li (DAC, 2017)

Group Scissor: Scaling Neuromorphic Computing Design to Large Neural Networks. - Yandan Wang; Wei Wen; Beiye Liu; Donald M. Chiarulli; Hai (Helen) Li (DAC, 2017)

Understanding the design of IBM neurosynaptic system and its tradeoffs: A user perspective. - Hsin-Pai Cheng; Wei Wen; Chunpeng Wu; Sicheng Li 001; Hai Helen Li; Yiran Chen 001 (DATE, 2017)

Hybrid spiking-based multi-layered self-learning neuromorphic system based on memristor crossbar arrays. - Amr M. Hassan; Chaofei Yang; Chenchen Liu; Hai Helen Li; Yiran Chen 001 (DATE, 2017)

An FPGA Design Framework for CNN Sparsification and Acceleration. - Sicheng Li 001; Wei Wen; Yu Wang 002; Song Han 003; Yiran Chen 001; Hai Li 001 (FCCM, 2017)

PipeLayer: A Pipelined ReRAM-Based Accelerator for Deep Learning. - Linghao Song; Xuehai Qian; Hai Li 001; Yiran Chen 001 (HPCA, 2017)

AdaLearner: An adaptive distributed mobile learning system for neural networks. - Jiachen Mao; Zhuwei Qin; Zirui Xu; Kent W. Nixon; Xiang Chen 010; Hai Li 001; Yiran Chen 001 (ICCAD, 2017)

MeDNN: A distributed mobile system with enhanced partition and deployment for large-scale DNNs. - Jiachen Mao; Zhongda Yang; Wei Wen; Chunpeng Wu; Linghao Song; Kent W. Nixon; Xiang Chen 010; Hai Li 001; Yiran Chen 001 (ICCAD, 2017)

A closed-loop design to enhance weight stability of memristor based neural network chips. - Bonan Yan; Jianhua Joshua Yang; Qing Wu 002; Yiran Chen 001; Hai Li 001 (ICCAD, 2017)

Coordinating Filters for Faster Deep Neural Networks. - Wei Wen; Cong Xu 002; Chunpeng Wu; Yandan Wang; Yiran Chen 001; Hai Li 001 (ICCV, 2017)

Faster CNNs with Direct Sparse Convolutions and Guided Pruning. - Jongsoo Park; Sheng R. Li; Wei Wen; Ping Tak Peter Tang; Hai Li 001; Yiran Chen 001; Pradeep Dubey (ICLR (Poster), 2017)

Hardware implementation of echo state networks using memristor double crossbar arrays. - Amr M. Hassan; Hai Helen Li; Yiran Chen 001 (IJCNN, 2017)

The New Large-Scale RNNLM System Based on Distributed Neuron. - DeJiao Niu; Rui Xue; Tao Cai; Hai Li 001; Kingsley Effah; Hang Zhang (IPDPS Workshops, 2017)

Brain-inspired computing accelerated by memristor technology. - Chenchen Liu; Fuqiang Liu; Hai (Helen) Li (NANOCOM, 2017)

TernGrad: Ternary Gradients to Reduce Communication in Distributed Deep Learning. - Wei Wen; Cong Xu 002; Feng Yan 001; Chunpeng Wu; Yandan Wang; Yiran Chen 001; Hai Li 001 (NIPS, 2017)

A quantization-aware regularized learning method in multilevel memristor-based neuromorphic computing system. - Chang Song 001; Beiye Liu; Wei Wen; Hai Li 001; Yiran Chen 001 (NVMSA, 2017)

MobiCore: An adaptive hybrid approach for power-efficient CPU management on Android devices. - Lucie Broyde; Kent W. Nixon; Xiang Chen 010; Hai Li 001; Yiran Chen 001 (SoCC, 2017)

W1A: Memories. - Hai Helen Li (SoCC, 2017)

Power Allocation for Cache-Aided Small-Cell Networks With Limited Backhaul. - Fen Cheng; Yan Yu; Zhongyuan Zhao 001; Nan Zhao 001; Yunfei Chen 001; Hai Li 001 (IEEE Access, 2017)

Looking Ahead for Resistive Memory Technology: A broad perspective on ReRAM technology for future storage and computing. - Hai (Helen) Li; Yiran Chen 001; Chenchen Liu; John Paul Strachan; Noraica Davila (IEEE Consumer Electron. Mag., 2017)

A Multi-strength Adversarial Training Method to Mitigate Adversarial Attacks. - Chang Song 001; Hsin-Pai Cheng; Chunpeng Wu; Hai Li 001; Yiran Chen 001; Qing Wu 002 (CoRR, 2017)

Group Scissor: Scaling Neuromorphic Computing Design to Big Neural Networks. - Yandan Wang; Wei Wen; Beiye Liu; Donald M. Chiarulli; Hai Helen Li (CoRR, 2017)

Generative Poisoning Attack Method Against Neural Networks. - Chaofei Yang; Qing Wu 002; Hai Li 001; Yiran Chen 001 (CoRR, 2017)

Learning Intrinsic Sparse Structures within Long Short-term Memory. - Wei Wen; Yuxiong He; Samyam Rajbhandari; Wenhan Wang; Fang Liu; Bin Hu; Yiran Chen 001; Hai Li 001 (CoRR, 2017)

Recent Technology Advances of Emerging Memories. - Yiran Chen 001; Hai Helen Li; Ismail Bayram; Enes Eken (IEEE Des. Test, 2017)

Giant Spin-Hall assisted STT-RAM and logic design. - Enes Eken; Ismail Bayram; Yaojun Zhang; Bonan Yan; Wenqing Wu; Hai (Helen) Li; Yiran Chen 001 (Integr., 2017)

An Energy-Efficient GPGPU Register File Architecture Using Racetrack Memory. - Mengjie Mao; Wujie Wen; Yaojun Zhang; Yiran Chen 001; Hai Li 001 (IEEE Trans. Computers, 2017)

FlexLevel NAND Flash Storage System Design to Reduce LDPC Latency. - Jie Guo 002; Wujie Wen; Jingtong Hu; Danghui Wang; Hai Helen Li; Yiran Chen 001 (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2017)

A Compact Memristor-Based Dynamic Synapse for Spiking Neural Networks. - Miao Hu 002; Yiran Chen 001; J. Joshua Yang; Yu Wang 002; Hai Helen Li (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2017)

Cross-Layer Optimization for Multilevel Cell STT-RAM Caches. - Xiuyuan Bi; Mengjie Mao; Danghui Wang; Hai Helen Li (IEEE Trans. Very Large Scale Integr. Syst., 2017)

Editorial. - Krishnendu Chakrabarty; Massimo Alioto; Bevan M. Baas; Chirn Chye Boon; Meng-Fan Chang; Naehyuck Chang; Yao-Wen Chang; Chip-Hong Chang; Shih-Chieh Chang; Poki Chen; Masud H. Chowdhury; Pasquale Corsonello; et al. (IEEE Trans. Very Large Scale Integr. Syst., 2017)

Process variation aware data management for magnetic skyrmions racetrack memory. - Fan Chen 001; Zheng Li; Wang Kang 001; Weisheng Zhao; Hai Li 001; Yiran Chen 001 (ASP-DAC, 2018)

Modeling of biaxial magnetic tunneling junction for multi-level cell STT-RAM realization. - Enes Eken; Ismail Bayram; Hai Helen Li; Yiran Chen 001 (ASP-DAC, 2018)

Spintronics based stochastic computing for efficient Bayesian inference system. - Xiaotao Jia; Jianlei Yang 001; Zhaohao Wang; Yiran Chen 001; Hai Helen Li; Weisheng Zhao (ASP-DAC, 2018)

Running sparse and low-precision neural network: When algorithm meets hardware. - Bing Li 017; Wei Wen; Jiachen Mao; Sicheng Li 001; Yiran Chen 001; Hai Helen Li (ASP-DAC, 2018)

Neu-NoC: A high-efficient interconnection network for accelerated neuromorphic systems. - Xiaoxiao Liu 001; Wei Wen; Xuehai Qian; Hai Li 001; Yiran Chen 001 (ASP-DAC, 2018)

Atomlayer: a universal reRAM-based CNN accelerator with atomic layer computation. - Ximing Qiao; Xiong Cao; Huanrui Yang; Linghao Song; Hai Li 001 (DAC, 2018)

A neuromorphic design using chaotic mott memristor with relaxation oscillation. - Bonan Yan; Xiong Cao; Hai (Helen) Li (DAC, 2018)

ReCom: An efficient resistive accelerator for compressed deep neural networks. - Houxiang Ji; Linghao Song; Li Jiang 002; Hai Helen Li; Yiran Chen 001 (DATE, 2018)

ReRAM-based accelerator for deep learning. - Bing Li 017; Linghao Song; Fan Chen 001; Xuehai Qian; Yiran Chen 001; Hai Helen Li (DATE, 2018)

Exploring the opportunity of implementing neuromorphic computing systems with spintronic devices. - Bonan Yan; Fan Chen 001; Yaojun Zhang; Chang Song 001; Hai Li 001; Yiran Chen 001 (DATE, 2018)

Real-Time Cardiac Arrhythmia Classification Using Memristor Neuromorphic Computing System. - Amr M. Hassan; Aya F. Khalaf; Khaled S. Sayed; Hai Helen Li; Yiran Chen 001 (EMBC, 2018)

GraphR: Accelerating Graph Processing Using ReRAM. - Linghao Song; Youwei Zhuo; Xuehai Qian; Hai Helen Li; Yiran Chen 001 (HPCA, 2018)

RC-NVM: Enabling Symmetric Row and Column Memory Accesses for In-memory Databases. - Peng Wang 025; Shuo Li 007; Guangyu Sun 003; Xiaoyang Wang 006; Yiran Chen 001; Hai Li 001; Jason Cong; Nong Xiao 001; Tao Zhang 032 (HPCA, 2018)

EMAT: an efficient multi-task architecture for transfer learning using ReRAM. - Fan Chen 001; Hai Li 001 (ICCAD, 2018)

SPN dash: fast detection of adversarial attacks on mobile via sensor pattern noise fingerprinting. - Kent W. Nixon; Jiachen Mao; Juncheng Shen; Huanrui Yang; Hai (Helen) Li; Yiran Chen 001 (ICCAD, 2018)

Learning Intrinsic Sparse Structures within Long Short-Term Memory. - Wei Wen; Yuxiong He; Samyam Rajbhandari; Minjia Zhang; Wenhan Wang; Fang Liu; Bin Hu; Yiran Chen 001; Hai Li 001 (ICLR (Poster), 2018)

Pulse-Width Modulation based Dot-Product Engine for Neuromorphic Computing System using Memristor Crossbar Array. - Hao Jiang 014; Kevin Yamada; Zizhe Ren; Thomas Kwok; Fu Luo; Qing Yang 011; Xiaorong Zhang; J. Joshua Yang; Qiangfei Xia; Yiran Chen 001; Hai Helen Li; Qing Wu 002; et al. (ISCAS, 2018)

Design and Data Management for Magnetic Racetrack Memory. - Bing Li 017; Fan Chen 001; Wang Kang 001; Weisheng Zhao; Yiran Chen 001; Hai Li 001 (ISCAS, 2018)

A Quantized Training Method to Enhance Accuracy of ReRAM-based Neuromorphic Systems. - Qing Yang 011; Hai Li 001; Qing Wu 002 (ISCAS, 2018)

MAT: A Multi-strength Adversarial Training Method to Mitigate Adversarial Attacks. - Chang Song 001; Hsin-Pai Cheng; Huanrui Yang; Sicheng Li 001; Chunpeng Wu; Qing Wu 002; Yiran Chen 001; Hai Li 001 (ISVLSI, 2018)

Challenges of memristor based neuromorphic computing system. - Bonan Yan; Yiran Chen 001; Hai Li 001 (Sci. China Inf. Sci., 2018)

SmoothOut: Smoothing Out Sharp Minima for Generalization in Large-Batch Deep Learning. - Wei Wen; Yandan Wang; Feng Yan 001; Cong Xu 002; Yiran Chen 001; Hai Li 001 (CoRR, 2018)

DPatch: Attacking Object Detectors with Adversarial Patches. - Xin Liu 075; Huanrui Yang; Linghao Song; Hai Li 001; Yiran Chen 001 (CoRR, 2018)

Differentiable Fine-grained Quantization for Deep Neural Network Compression. - Hsin-Pai Cheng; Yuanjun Huang; Xuyang Guo; Yifei Huang 007; Feng Yan 001; Hai Li 001; Yiran Chen 001 (CoRR, 2018)

LEASGD: an Efficient and Privacy-Preserving Decentralized Algorithm for Distributed Learning. - Hsin-Pai Cheng; Patrick Yu; Haojing Hu; Feng Yan 001; Shiyu Li 001; Hai Li 001; Yiran Chen 001 (CoRR, 2018)

Adversarial Attacks for Optical Flow-Based Action Recognition Classifiers. - Nathan Inkawhich; Matthew Inkawhich; Yiran Chen 001; Hai Li 001 (CoRR, 2018)

Towards Leveraging the Information of Gradients in Optimization-based Adversarial Attack. - Jingyang Zhang; Hsin-Pai Cheng; Chunpeng Wu; Hai Li 001; Yiran Chen 001 (CoRR, 2018)

Low-Power, Adaptive Neuromorphic Systems: Recent Progress and Future Directions. - Arindam Basu; Jyotibdha Acharya; Tanay Karnik; Huichu Liu; Hai Helen Li; Jae-sun Seo; Chang Song 001 (IEEE J. Emerg. Sel. Topics Circuits Syst., 2018)

Guest Editorial Low-Power, Adaptive Neuromorphic Systems: Devices, Circuit, Architectures and Algorithms. - Arindam Basu; Meng-Fan Chang; Elisabetta Chicca; Tanay Karnik; Hai Helen Li; Jae-sun Seo (IEEE J. Emerg. Sel. Topics Circuits Syst., 2018)

Neuromorphic computing's yesterday, today, and tomorrow - an evolutional view. - Yiran Chen 001; Hai (Helen) Li; Chunpeng Wu; Chang Song 001; Sicheng Li 001; Chuhan Min; Hsin-Pai Cheng; Wei Wen; Xiaoxiao Liu 001 (Integr., 2018)

Shift-Optimized Energy-Efficient Racetrack-Based Main Memory. - Danghui Wang; Lang Ma; Meng Zhang; Jianfeng An; Hai Helen Li; Yiran Chen 001 (J. Circuits Syst. Comput., 2018)

TriZone: A Design of MLC STT-RAM Cache for Combined Performance, Energy, and Reliability Optimizations. - Zihao Liu; Mengjie Mao; Tao Liu 023; Xue Wang; Wujie Wen; Yiran Chen 001; Hai Li 001; Danghui Wang; Yukui Pei; Ning Ge 001 (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2018)

Guest Editorial Circuit and System Design Automation for Internet of Things. - Saraju P. Mohanty; Michael Hübner 001; Chun Jason Xue; Xin Li 001; Hai Li 001 (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2018)

Guest Editorial: Special Issue on Large-Scale Memristive Systems and Neurochips for Computational Intelligence. - Alex Pappachen James; Khaled N. Salama; Hai Li 001; Dalibor Biolek; Giacomo Indiveri; Leon O. Chua (IEEE Trans. Emerg. Top. Comput. Intell., 2018)

Designing Neuromorphic Computing Systems with Memristor Devices. - Amr Mahmoud Hassan; Chenchen Liu; Chaofei Yang; Hai (Helen) Li; Yiran Chen 001 (Handbook of Memristor Networks, 2019)

DPATCH: An Adversarial Patch Attack on Object Detectors. - Xin Liu 075; Huanrui Yang; Ziwei Liu 002; Linghao Song; Yiran Chen 001; Hai Li 001 (SafeAI@AAAI, 2019)

Bamboo: Ball-Shape Data Augmentation Against Adversarial Attacks from All Directions. - Huanrui Yang; Jingchi Zhang; Hsin-Pai Cheng; Wenhan Wang; Yiran Chen 001; Hai Li 001 (SafeAI@AAAI, 2019)

Exploration of Automatic Mixed-Precision Search for Deep Neural Networks. - Xuyang Guo; Yuanjun Huang; Hsin-Pai Cheng; Bing Li 017; Wei Wen; Siyuan Ma; Hai Helen Li; Yiran Chen 001 (AICAS, 2019)

AdverQuil: an efficient adversarial detection and alleviation technique for black-box neuromorphic computing systems. - Hsin-Pai Cheng; Juncheng Shen; Huanrui Yang; Qing Wu 002; Hai Li 001; Yiran Chen 001 (ASP-DAC, 2019)

Build reliable and efficient neuromorphic design with memristor technology. - Bing Li 017; Bonan Yan; Chenchen Liu; Hai (Helen) Li (ASP-DAC, 2019)

NeuralHMC: an efficient HMC-based accelerator for deep neural networks. - Chuhan Min; Jiachen Mao; Hai Li 001; Yiran Chen 001 (ASP-DAC, 2019)

Towards Decentralized Deep Learning with Differential Privacy. - Hsin-Pai Cheng; Patrick Yu; Haojing Hu; Syed Zawad; Feng Yan 001; Shiyu Li 001; Hai Helen Li; Yiran Chen 001 (CLOUD, 2019)

Taming extreme heterogeneity via machine learning based design of autonomous manycore systems. - Paul Bogdan; Fan Chen 001; Aryan Deshwal; Janardhan Rao Doppa; Biresh Kumar Joardar; Hai (Helen) Li; Shahin Nazarian; Linghao Song; Yao Xiao (CODES+ISSS, 2019)

Feature Space Perturbations Yield More Transferable Adversarial Examples. - Nathan Inkawhich; Wei Wen; Hai (Helen) Li; Yiran Chen 001 (CVPR, 2019)

ZARA: A Novel Zero-free Dataflow Accelerator for Generative Adversarial Networks in 3D ReRAM. - Fan Chen 001; Linghao Song; Hai Helen Li; Yiran Chen 001 (DAC, 2019)

MobiEye: An Efficient Cloud-based Video Detection System for Real-time Mobile Applications. - Jiachen Mao; Qing Yang 011; Ang Li 005; Hai Helen Li; Yiran Chen 001 (DAC, 2019)

RED: A ReRAM-based Deconvolution Accelerator. - Zichen Fan; Ziru Li; Bing Li 017; Yiran Chen 001; Hai Helen Li (DATE, 2019)

REGENT: A Heterogeneous ReRAM/GPU-based Architecture Enabled by NoC for Training CNNs. - Biresh Kumar Joardar; Bing Li 017; Janardhan Rao Doppa; Hai Li 001; Partha Pratim Pande; Krishnendu Chakrabarty (DATE, 2019)

Aging-aware Lifetime Enhancement for Memristor-based Neuromorphic Computing. - Shuhang Zhang; Grace Li Zhang; Bing Li 005; Hai Helen Li; Ulf Schlichtmann (DATE, 2019)

Fast Confidence Detection: One Hot Way to Detect Adversarial Attacks via Sensor Pattern Noise Fingerprinting. - Yazhu Lan; Qingli Guo; Guohe Zhang; Yuanchao Xu 002; Kent W. Nixon; Hai Helen Li; Yiran Chen 001 (FPGA, 2019)

Efficient Process-in-Memory Architecture Design for Unsupervised GAN-based Deep Learning using ReRAM. - Fan Chen 001; Linghao Song; Hai (Helen) Li (ACM Great Lakes Symposium on VLSI, 2019)

An Overview of In-memory Processing with Emerging Non-volatile Memory for Data-intensive Applications. - Bing Li 017; Bonan Yan; Hai Li 001 (ACM Great Lakes Symposium on VLSI, 2019)

HyPar: Towards Hybrid Parallelism for Deep Learning Accelerator Array. - Linghao Song; Jiachen Mao; Youwei Zhuo; Xuehai Qian; Hai Li 001; Yiran Chen 001 (HPCA, 2019)

Learning Efficient Sparse Structures in Speech Recognition. - Jingchi Zhang; Wei Wen; Michael Deisher; Hsin-Pai Cheng; Hai Helen Li; Yiran Chen 001 (ICASSP, 2019)

How to Obtain and Run Light and Efficient Deep Learning Networks. - Fan Chen 001; Wei Wen; Linghao Song; Jingchi Zhang; Hai Helen Li; Yiran Chen 001 (ICCAD, 2019)

MSNet: Structural Wired Neural Architecture Search for Internet of Things. - Hsin-Pai Cheng; Tunhou Zhang; Yukun Yang 001; Feng Yan 001; Harris Teague; Yiran Chen 001; Hai Li 001 (ICCV Workshops, 2019)

Feedback Learning for Improving the Robustness of Neural Networks. - Chang Song 001; Zuoguan Wang; Hai Li 001 (ICMLA, 2019)

Joint Regularization on Activations and Weights for Efficient Neural Network Pruning. - Qing Yang 011; Wei Wen; Zuoguan Wang; Hai Li 001 (ICMLA, 2019)

DASNet: Dynamic Activation Sparsity for Neural Network Efficiency Improvement. - Qing Yang 011; Jiachen Mao; Zuoguan Wang; Hai Li 001 (ICTAI, 2019)

Enhance the Robustness to Time Dependent Variability of ReRAM-Based Neuromorphic Computing Systems with Regularization and 2R Synapse. - Qilin Zheng; Jian Kang; Zongwei Wang 001; Yimao Cai; Ru Huang 001; Bing Li 017; Yiran Chen 001; Hai Helen Li (ISCAS, 2019)

Defending Neural Backdoors via Generative Distribution Modeling. - Ximing Qiao; Yukun Yang 001; Hai Li 001 (NeurIPS, 2019)

Exploring Bit-Slice Sparsity in Deep Neural Networks for Efficient ReRAM-Based Deployment. - Jingyang Zhang; Huanrui Yang; Fan Chen 001; Yitu Wang; Hai Li 001 (EMC2@NeurIPS, 2019)

Resistive Memory-Based In-Memory Computing: From Device and Large-Scale Integration System Perspectives. - Bonan Yan; Bing Li 017; Ximing Qiao; Cheng-Xin Xue; Meng-Fan Chang; Yiran Chen 001; Hai Helen Li (Adv. Intell. Syst., 2019)

ReBNN: in-situ acceleration of binarized neural networks in ReRAM using complementary resistive cell. - Linghao Song; You Wu 006; Xuehai Qian; Hai Li 001; Yiran Chen 001 (CCF Trans. High Perform. Comput., 2019)

AutoGrow: Automatic Layer Growing in Deep Convolutional Networks. - Wei Wen; Feng Yan 001; Hai Helen Li (CoRR, 2019)

Joint Pruning on Activations and Weights for Efficient Neural Networks. - Qing Yang 011; Wei Wen; Zuoguan Wang; Hai Li 001 (CoRR, 2019)

SwiftNet: Using Graph Propagation as Meta-knowledge to Search Highly Representative Neural Architectures. - Hsin-Pai Cheng; Tunhou Zhang; Yukun Yang 001; Feng Yan 001; Shiyu Li 001; Harris Teague; Hai Helen Li; Yiran Chen 001 (CoRR, 2019)

Towards Efficient and Secure Delivery of Data for Deep Learning with Privacy-Preserving. - Juncheng Shen; Juzheng Liu; Yiran Chen 001; Hai Li 001 (CoRR, 2019)

Conditional Transferring Features: Scaling GANs to Thousands of Classes with 30% Less High-quality Data for Training. - Chunpeng Wu; Wei Wen; Yiran Chen 001; Hai Li 001 (CoRR, 2019)

Structural sparsification for Far-field Speaker Recognition with GNA. - Jingchi Zhang; Jonathan Huang; Michael Deisher; Hai Li 001; Yiran Chen 001 (CoRR, 2019)

Emerging Hardware Techniques and EDA Methodologies for Neuromorphic Computing (Dagstuhl Seminar 19152). - Krishnendu Chakrabarty; Tsung-Yi Ho; Hai Li 001; Ulf Schlichtmann (Dagstuhl Reports, 2019)

Thread Batching for High-performance Energy-efficient GPU Memory Design. - Bing Li 017; Mengjie Mao; Xiaoxiao Liu 001; Tao Liu 023; Zihao Liu; Wujie Wen; Yiran Chen 001; Hai (Helen) Li (ACM J. Emerg. Technol. Comput. Syst., 2019)

RC-NVM: Dual-Addressing Non-Volatile Memory Architecture Supporting Both Row and Column Memory Accesses. - Shuo Li 007; Nong Xiao 001; Peng Wang 025; Guangyu Sun 003; Xiaoyang Wang 006; Yiran Chen 001; Hai Helen Li; Jason Cong; Tao Zhang 032 (IEEE Trans. Computers, 2019)

Exploiting Spin-Orbit Torque Devices As Reconfigurable Logic for Circuit Obfuscation. - Jianlei Yang 001; Xueyan Wang; Qiang Zhou 001; Zhaohao Wang; Hai Li 001; Yiran Chen 001; Weisheng Zhao (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2019)

Editorial TVLSI Positioning - Continuing and Accelerating an Upward Trajectory. - Massimo Alioto; Magdy S. Abadir; Tughrul Arslan; Chirn Chye Boon; Andreas Burg 001; Chip-Hong Chang; Meng-Fan Chang; Yao-Wen Chang; Poki Chen; Pasquale Corsonello; Paolo Crovetti; Shiro Dosho; et al. (IEEE Trans. Very Large Scale Integr. Syst., 2019)

AutoShrink: A Topology-Aware NAS for Discovering Efficient Neural Architecture. - Tunhou Zhang; Hsin-Pai Cheng; Zhenwen Li; Feng Yan 001; Chengyu Huang 001; Hai Helen Li; Yiran Chen 001 (AAAI, 2020)

Lifetime Enhancement for RRAM-based Computing-In-Memory Engine Considering Aging and Thermal Effects. - Shuhang Zhang; Grace Li Zhang; Bing Li 005; Hai Helen Li; Ulf Schlichtmann (AICAS, 2020)

PARC: A Processing-in-CAM Architecture for Genomic Long Read Pairwise Alignment using ReRAM. - Fan Chen 001; Linghao Song; Hai Helen Li; Yiran Chen 001 (ASP-DAC, 2020)

Parallelism in Deep Learning Accelerators. - Linghao Song; Fan Chen 001; Yiran Chen 001; Hai Helen Li (ASP-DAC, 2020)

Enhancing Generalization of Wafer Defect Detection by Data Discrepancy-aware Preprocessing and Contrast-varied Augmentation. - Chaofei Yang; Hai Li 001; Yiran Chen 001; Jiang Hu (ASP-DAC, 2020)

Snooping Attacks on Deep Reinforcement Learning. - Matthew Inkawhich; Yiran Chen 001; Hai Helen Li (AAMAS, 2020)

Learning Low-rank Deep Neural Networks via Singular Vector Orthogonality Regularization and Singular Value Sparsification. - Huanrui Yang; Minxue Tang; Wei Wen; Feng Yan 001; Daniel Hu; Ang Li 005; Hai Li 001; Yiran Chen 001 (CVPR Workshops, 2020)

ReSiPE: ReRAM-based Single-Spiking Processing-In-Memory Engine. - Ziru Li; Bonan Yan; Hai Helen Li (DAC, 2020)

Lattice: An ADC/DAC-less ReRAM-based Processing-In-Memory Architecture for Accelerating Deep Convolution Neural Networks. - Qilin Zheng; Zongwei Wang 001; Zishun Feng; Bonan Yan; Yimao Cai; Ru Huang 001; Yiran Chen 001; Chia-Lin Yang; Hai Helen Li (DAC, 2020)

GRAMARCH: A GPU-ReRAM based Heterogeneous Architecture for Neural Image Segmentation. - Biresh Kumar Joardar; Nitthilan Kannappan Jayakodi; Janardhan Rao Doppa; Hai Li 001; Partha Pratim Pande; Krishnendu Chakrabarty (DATE, 2020)

ReBoc: Accelerating Block-Circulant Neural Networks in ReRAM. - Yitu Wang; Fan Chen 001; Linghao Song; Chuanjin Richard Shi; Hai Helen Li; Yiran Chen 001 (DATE, 2020)

A Pulse-width Modulation Neuron with Continuous Activation for Processing-In-Memory Engines. - Shuhang Zhang; Bing Li 005; Hai Helen Li; Ulf Schlichtmann (DATE, 2020)

Neural Predictor for Neural Architecture Search. - Wei Wen; Hanxiao Liu; Yiran Chen 001; Hai Helen Li; Gabriel Bender; Pieter-Jan Kindermans (ECCV (29), 2020)

Reliable and Robust RRAM-based Neuromorphic Computing. - Grace Li Zhang; Bing Li 005; Ying Zhu 008; Shuhang Zhang; Tianchen Wang; Yiyu Shi 001; Tsung-Yi Ho; Hai (Helen) Li; Ulf Schlichtmann (ACM Great Lakes Symposium on VLSI, 2020)

AccPar: Tensor Partitioning for Heterogeneous Deep Learning Accelerators. - Linghao Song; Fan Chen 001; Youwei Zhuo; Xuehai Qian; Hai Li 001; Yiran Chen 001 (HPCA, 2020)

Structural Sparsification for Far-Field Speaker Recognition with Intel® Gna. - Jingchi Zhang; Jonathan Huang; Michael Deisher; Hai Helen Li; Yiran Chen 001 (ICASSP, 2020)

Fast IR Drop Estimation with Machine Learning : Invited Paper. - Zhiyao Xie; Hai Li 001; Xiaoqing Xu; Jiang Hu; Yiran Chen 001 (ICCAD, 2020)

ReTransformer: ReRAM-based Processing-in-Memory Architecture for Transformer Acceleration. - Xiaoxuan Yang 001; Bonan Yan; Hai Li 001; Yiran Chen 001 (ICCAD, 2020)

MobiLattice: A Depth-wise DCNN Accelerator with Hybrid Digital/Analog Nonvolatile Processing-In-Memory Block. - Qilin Zheng; Xingchen Li; Zongwei Wang 001; Guangyu Sun 003; Yimao Cai; Ru Huang 001; Yiran Chen 001; Hai Li 001 (ICCAD, 2020)

DeepHoyer: Learning Sparser Neural Network with Differentiable Scale-Invariant Sparsity Measures. - Huanrui Yang; Wei Wen; Hai Li 001 (ICLR, 2020)

PENNI: Pruned Kernel Sharing for Efficient CNN Inference. - Shiyu Li 001; Edward Hanson; Hai Li 001; Yiran Chen 001 (ICML, 2020)

Conditional Transferring Features: Scaling GANs to Thousands of Classes with 30% Less High-Quality Data for Training. - Chunpeng Wu; Hai Li 001 (IJCNN, 2020)

Redistributing and Re-Stylizing Features for Training a Fast Photorealistic Stylizer. - Chunpeng Wu; Bin Ni; Hai Li 001 (IJCNN, 2020)

Leveraging 3D Vertical RRAM to Developing Neuromorphic Architecture for Pattern Classification. - Bokyung Kim; Hai Li 001 (ISVLSI, 2020)

AutoGrow: Automatic Layer Growing in Deep Convolutional Networks. - Wei Wen; Feng Yan 001; Yiran Chen 001; Hai Li 001 (KDD, 2020)

DVERGE: Diversifying Vulnerabilities for Enhanced Robust Generation of Ensembles. - Huanrui Yang; Jingyang Zhang; Hongliang Dong; Nathan Inkawhich; Andrew Gardner; Andrew Touchet; Wesley Wilkes; Heath Berry; Hai Li 001 (NeurIPS, 2020)

Adversarial Attack: A New Threat to Smart Devices and How to Defend It. - Chang Song 001; Hsin-Pai Cheng; Huanrui Yang; Sicheng Li 001; Chunpeng Wu; Qing Wu 002; Hai Li 001 (IEEE Consumer Electron. Mag., 2020)

NASGEM: Neural Architecture Search via Graph Embedding Method. - Hsin-Pai Cheng; Tunhou Zhang; Shiyu Li 001; Feng Yan 001; Meng Li 004; Vikas Chandra; Hai Helen Li; Yiran Chen 001 (CoRR, 2020)

LotteryFL: Personalized and Communication-Efficient Federated Learning with Lottery Ticket Hypothesis on Non-IID Datasets. - Ang Li 005; Jingwei Sun 002; Binghui Wang; Lin Duan; Sicheng Li 001; Yiran Chen 001; Hai Li 001 (CoRR, 2020)

Reinforcement Learning-based Black-Box Evasion Attacks to Link Prediction in Dynamic Graphs. - Houxiang Fan; Binghui Wang; Pan Zhou 001; Ang Li 005; Meng Pang; Zichuan Xu; Cai Fu; Hai Li 001; Yiran Chen 001 (CoRR, 2020)

Evasion Attacks to Graph Neural Networks via Influence Function. - Binghui Wang; Tianxiang Zhou; Minhua Lin; Pan Zhou 001; Ang Li 005; Meng Pang; Cai Fu; Hai Li 001; Yiran Chen 001 (CoRR, 2020)

Low-Cost Floating-Point Processing in ReRAM for Scientific Computing. - Linghao Song; Fan Chen 001; Xuehai Qian; Hai Li 001; Yiran Chen 001 (CoRR, 2020)

Fast IR Drop Estimation with Machine Learning. - Zhiyao Xie; Hai Li 001; Xiaoqing Xu; Jiang Hu; Yiran Chen 001 (CoRR, 2020)

ScaleNAS: One-Shot Learning of Scale-Aware Representations for Visual Recognition. - Hsin-Pai Cheng; Feng Liang 001; Meng Li 004; Bowen Cheng; Feng Yan 001; Hai Li 001; Vikas Chandra; Yiran Chen 001 (CoRR, 2020)

GraphFL: A Federated Learning Framework for Semi-Supervised Node Classification on Graphs. - Binghui Wang; Ang Li 005; Hai Li 001; Yiran Chen 001 (CoRR, 2020)

Provable Defense against Privacy Leakage in Federated Learning from Representation Perspective. - Jingwei Sun 002; Ang Li 005; Binghui Wang; Huanrui Yang; Hai Li 001; Yiran Chen 001 (CoRR, 2020)

Improving Adversarial Robustness in Weight-quantized Neural Networks. - Chang Song 001; Elias Fallon; Hai Helen Li (CoRR, 2020)

Introduction to the Special Issue on the 2nd IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS 2020). - Teresa Serrano-Gotarredona; Maurizio Valle; Francesco Conti 001; Hai Li 001 (IEEE J. Emerg. Sel. Topics Circuits Syst., 2020)

A low-cost and high-speed hardware implementation of spiking neural network. - Guohe Zhang; Bing Li 022; Jianxing Wu; Ran Wang 007; Yazhu Lan; Li Sun; Shaochong Lei; Hai Li 001; Yiran Chen 001 (Neurocomputing, 2020)

A Case for 3D Integrated System Design for Neuromorphic Computing and AI Applications. - Eren Kurshan; Hai Li 001; Mingoo Seok; Yuan Xie 001 (Int. J. Semantic Comput., 2020)

3D-ReG: A 3D ReRAM-based Heterogeneous Architecture for Training Deep Neural Networks. - Bing Li 017; Janardhan Rao Doppa; Partha Pratim Pande; Krishnendu Chakrabarty; Joe X. Qiu; Hai (Helen) Li (ACM J. Emerg. Technol. Comput. Syst., 2020)

Introduction to the Special Issue on New Trends in Nanoelectronic Device, Circuit, and Architecture Design, Part 1. - Hai Helen Li; Wei Zhang 012; Swarup Bhunia; Wujie Wen (ACM J. Emerg. Technol. Comput. Syst., 2020)

Guest Editorial: ACM JETC Special Issue on New Trends in Nanolectronic Device, Circuit, and Architecture Design: Part 2. - Wei Zhang 012; Hai Helen Li; Wujie Wen; Swarup Bhunia (ACM J. Emerg. Technol. Comput. Syst., 2020)

FCDM: A Methodology Based on Sensor Pattern Noise Fingerprinting for Fast Confidence Detection to Adversarial Attacks. - Yazhu Lan; Kent W. Nixon; Qingli Guo; Guohe Zhang; Yuanchao Xu 002; Hai Li 001; Yiran Chen 001 (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2020)

RED: A ReRAM-Based Efficient Accelerator for Deconvolutional Computation. - Ziru Li; Bing Li 017; Zichen Fan; Hai Li 001 (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2020)

Thwarting Replication Attack Against Memristor-Based Neuromorphic Computing System. - Chaofei Yang; Beiye Liu; Hai Li 001; Yiran Chen 001; Mark Barnell; Qing Wu 002; Wujie Wen; Jeyavijayan Rajendran (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2020)

NASGEM: Neural Architecture Search via Graph Embedding Method. - Hsin-Pai Cheng; Tunhou Zhang; Yixing Zhang; Shiyu Li 001; Feng Liang 001; Feng Yan 001; Meng Li 004; Vikas Chandra; Hai Li 001; Yiran Chen 001 (AAAI, 2021)

Efficient FPGA Implementation of a Convolutional Neural Network for Radar Signal Processing. - Jingchi Zhang; Yihao Huang 002; Huanrui Yang; Michael A. Martinez; Granger Hickman; Jeffrey L. Krolik; Hai Li 001 (AICAS, 2021)

Connection-based Processing-In-Memory Engine Design Based on Resistive Crossbars. - Shuhang Zhang; Hai Helen Li; Ulf Schlichtmann (ASP-DAC, 2021)

AI-Powered IoT System at the Edge. - Yiran Chen 001; Ang Li 005; Huanrui Yang; Tunhou Zhang; Yuewei Yang; Hai Li 001; Suman Banerjee 001; Miroslav Pajic (CogMI, 2021)

Soteria: Provable Defense Against Privacy Leakage in Federated Learning From Representation Perspective. - Jingwei Sun 002; Ang Li 005; Binghui Wang; Huanrui Yang; Hai Li 001; Yiran Chen 001 (CVPR, 2021)

Neuromorphic Algorithm-hardware Codesign for Temporal Pattern Learning. - Haowen Fang; Brady Taylor; Ziru Li; Zaidao Mei; Hai Helen Li; Qinru Qiu (DAC, 2021)

RAISE: A Resistive Accelerator for Subject-Independent EEG Signal Classification. - Fan Chen 001; Linghao Song; Hai Helen Li; Yiran Chen 001 (DATE, 2021)

Marvel: A Vertical Resistive Accelerator for Low-Power Deep Learning Inference in Monolithic 3D. - Fan Chen 001; Linghao Song; Hai Li 001; Yiran Chen 001 (DATE, 2021)

Efficient AUTOSAR-Compliant CAN-FD Frame Packing with Observed Optimality. - Wenhong Ma; Guoqi Xie; Renfa Li; Weichen Liu; Hai Helen Li; Wanli Chang 001 (DATE, 2021)

An Efficient Programming Framework for Memristor-based Neuromorphic Computing. - Grace Li Zhang; Bing Li 005; Xing Huang 001; Chen Shen; Shuhang Zhang; Florin Burcea; Helmut Graeb; Tsung-Yi Ho; Hai Li 001; Ulf Schlichtmann (DATE, 2021)

Reinforcement Learning-based Black-Box Evasion Attacks to Link Prediction in Dynamic Graphs. - Houxiang Fan; Binghui Wang; Pan Zhou 001; Ang Li 005; Zichuan Xu; Cai Fu; Hai Li 001; Yiran Chen 001 (HPCC/DSS/SmartCity/DependSys, 2021)

Heterogeneous Manycore Architectures Enabled by Processing-in-Memory for Deep Learning: From CNNs to GNNs: (ICCAD Special Session Paper). - Biresh Kumar Joardar; Aqeeb Iqbal Arka; Janardhan Rao Doppa; Partha Pratim Pande; Hai Li 001; Krishnendu Chakrabarty (ICCAD, 2021)

Rerec: In-ReRAM Acceleration with Access-Aware Mapping for Personalized Recommendation. - Yitu Wang; Zhenhua Zhu; Fan Chen 001; Mingyuan Ma; Guohao Dai; Yu Wang 002; Hai Li 001; Yiran Chen 001 (ICCAD, 2021)

Multi-Objective Optimization of ReRAM Crossbars for Robust DNN Inferencing under Stochastic Noise. - Xiaoxuan Yang 001; Syrine Belakaria; Biresh Kumar Joardar; Huanrui Yang; Janardhan Rao Doppa; Partha Pratim Pande; Krishnendu Chakrabarty; Hai Helen Li (ICCAD, 2021)

Peripheral Circuitry Assisted Mapping Framework for Resistive Logic-In-Memory Computing. - Shuhang Zhang; Hai Li 001; Ulf Schlichtmann (ICCAD, 2021)

Can Targeted Adversarial Examples Transfer When the Source and Target Models Have No Label Space Overlap? - Nathan Inkawhich; Kevin J. Liang; Jingyang Zhang; Huanrui Yang; Hai Li 001; Yiran Chen 001 (ICCVW, 2021)

BSQ: Exploring Bit-Level Sparsity for Mixed-Precision Neural Network Quantization. - Huanrui Yang; Lin Duan; Yiran Chen 001; Hai Li 001 (ICLR, 2021)

Improving Gradient Regularization using Complex-Valued Neural Networks. - Eric C. Yeats; Yiran Chen 001; Hai Li 001 (ICML, 2021)

LotteryFL: Empower Edge Intelligence with Personalized and Communication-Efficient Federated Learning. - Ang Li 005; Jingwei Sun 002; Binghui Wang; Lin Duan; Sicheng Li 001; Yiran Chen 001; Hai Li 001 (SEC, 2021)

Defending against GAN-based DeepFake Attacks via Transformation-aware Adversarial Faces. - Chaofei Yang; Leah Ding; Yiran Chen 001; Hai Li 001 (IJCNN, 2021)

1S1R-Based Stable Learning through Single-Spike-Encoded Spike-Timing-Dependent Plasticity. - Brady Taylor; Amar Shrestha; Qinru Qiu; Hai Helen Li (ISCAS, 2021)

Privacy-Preserving Representation Learning on Graphs: A Mutual Information Perspective. - Binghui Wang; Jiayi Guo; Ang Li 005; Yiran Chen 001; Hai Li 001 (KDD, 2021)

The Fifth International Workshop on Automation in Machine Learning. - Tao Wang; Patrick Koch; Brett Wujek; Jun Liu 003; Hai Li 001 (KDD, 2021)

ESCALATE: Boosting the Efficiency of Sparse CNN Accelerator with Kernel Decomposition. - Shiyu Li 001; Edward Hanson; Xuehai Qian; Hai (Helen) Li; Yiran Chen 001 (MICRO, 2021)

Hermes: an efficient federated learning framework for heterogeneous mobile clients. - Ang Li 005; Jingwei Sun 002; Pengcheng Li; Yu Pu; Hai Li 001; Yiran Chen 001 (MobiCom, 2021)

FL-WBC: Enhancing Robustness against Model Poisoning Attacks in Federated Learning from a Client Perspective. - Jingwei Sun 002; Ang Li 005; Louis DiValentin; Amin Hassanzadeh; Yiran Chen 001; Hai Li 001 (NeurIPS, 2021)

FedMask: Joint Computation and Communication-Efficient Personalized Federated Learning via Heterogeneous Masking. - Ang Li 005; Jingwei Sun 002; Xiao Zeng; Mi Zhang 002; Hai Li 001; Yiran Chen 001 (SenSys, 2021)

On Provable Backdoor Defense in Collaborative Learning. - Ximing Qiao; Yuhua Bai; Siping Hu; Ang Li 005; Yiran Chen 001; Hai Li 001 (CoRR, 2021)

A Case for 3D Integrated System Design for Neuromorphic Computing & AI Applications. - Eren Kurshan; Hai Helen Li; Mingoo Seok; Yuan Xie 001 (CoRR, 2021)

Fine-grained Out-of-Distribution Detection with Mixup Outlier Exposure. - Jingyang Zhang; Nathan Inkawhich; Yiran Chen 001; Hai Li 001 (CoRR, 2021)

NViT: Vision Transformer Compression and Parameter Redistribution. - Huanrui Yang; Hongxu Yin; Pavlo Molchanov 001; Hai Li 001; Jan Kautz (CoRR, 2021)

ReaLPrune: ReRAM Crossbar-aware Lottery Ticket Pruned CNNs. - Biresh Kumar Joardar; Janardhan Rao Doppa; Hai Li 001; Krishnendu Chakrabarty; Partha Pratim Pande (CoRR, 2021)

Efficient neural network using pointwise convolution kernels with linear phase constraint. - Feng Liang 001; Zhichao Tian; Ming Dong; Shuting Cheng; Li Sun; Hai Li 001; Yiran Chen 001; Guohe Zhang (Neurocomputing, 2021)

Dynamic Regularization on Activation Sparsity for Neural Network Efficiency Improvement. - Qing Yang 011; Jiachen Mao; Zuoguan Wang; Hai (Helen) Li (ACM J. Emerg. Technol. Comput. Syst., 2021)

An Overview of Hardware Security and Trust: Threats, Countermeasures, and Design Tools. - Wei Hu 008; Chip-Hong Chang; Anirban Sengupta; Swarup Bhunia; Ryan Kastner; Hai Li 001 (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2021)

AccuReD: High Accuracy Training of CNNs on ReRAM/GPU Heterogeneous 3-D Architecture. - Biresh Kumar Joardar; Janardhan Rao Doppa; Partha Pratim Pande; Hai Li 001; Krishnendu Chakrabarty (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2021)

Exploring Applications of STT-RAM in GPU Architectures. - Xiaoxiao Liu 001; Mengjie Mao; Xiuyuan Bi; Hai Helen Li; Yiran Chen 001 (IEEE Trans. Circuits Syst. I Regul. Pap., 2021)

BitSystolic: A 26.7 TOPS/W 2b 8b NPU With Configurable Data Flows for Edge Devices. - Qing Yang 011; Hai Li 001 (IEEE Trans. Circuits Syst. I Regul. Pap., 2021)

An Efficient 3D ReRAM Convolution Processor Design for Binarized Weight Networks. - Bokyung Kim; Edward Hanson; Hai Li 001 (IEEE Trans. Circuits Syst. II Express Briefs, 2021)

TPrune: Efficient Transformer Pruning for Mobile Devices. - Jiachen Mao; Huanrui Yang; Ang Li 005; Hai Li 001; Yiran Chen 001 (ACM Trans. Cyber Phys. Syst., 2021)

Learning to Train CNNs on Faulty ReRAM-based Manycore Accelerators. - Biresh Kumar Joardar; Janardhan Rao Doppa; Hai Li 001; Krishnendu Chakrabarty; Partha Pratim Pande (ACM Trans. Embed. Comput. Syst., 2021)

On Building Efficient and Robust Neural Network Designs. - Xiaoxuan Yang 001; Huanrui Yang; Jingchi Zhang; Hai Helen Li; Yiran Chen 001 (IEEECONF, 2022)

CMOS Implementation of Spiking Equilibrium Propagation for Real-Time Learning. - Brady Taylor; Nicky Ramos; Eric C. Yeats; Hai Li 001 (AICAS, 2022)

ScaleNAS: Multi-Path One-Shot NAS for Scale-Aware High-Resolution Representation. - Hsin-Pai Cheng; Feng Liang 001; Meng Li 004; Bowen Cheng; Feng Yan 001; Hai Li 001; Vikas Chandra; Yiran Chen 001 (AutoML, 2022)

Next Generation Federated Learning for Edge Devices: An Overview. - Jianyi Zhang; Zhixu Du; Jingwei Sun 002; Ang Li 005; Minxue Tang; Yuhao Wu; Zhihui Gao; Martin Kuo; Hai Helen Li; Yiran Chen 001 (CIC, 2022)

FedCor: Correlation-Based Active Client Selection Strategy for Heterogeneous Federated Learning. - Minxue Tang; Xuefei Ning; Yitu Wang; Jingwei Sun 002; Yu Wang 002; Hai Helen Li; Yiran Chen 001 (CVPR, 2022)

Privacy Leakage of Adversarial Training Models in Federated Learning Systems. - Jingyang Zhang; Yiran Chen 001; Hai Helen Li (CVPR Workshops, 2022)

RRAM-based Neuromorphic Computing: Data Representation, Architecture, Logic, and Programming. - Grace Li Zhang; Shuhang Zhang; Hai Helen Li; Ulf Schlichtmann (DSD, 2022)

NashAE: Disentangling Representations Through Adversarial Covariance Minimization. - Eric C. Yeats; Frank Liu 001; David Womble; Hai Helen Li (ECCV (27), 2022)

Approximate Computing and the Efficient Machine Learning Expedition. - Jörg Henkel; Hai Li 001; Anand Raghunathan; Mehdi B. Tahoori; Swagath Venkataramani; Xiaoxuan Yang 001; Georgios Zervakis 001 (ICCAD, 2022)

GraphFL: A Federated Learning Framework for Semi-Supervised Node Classification on Graphs. - Binghui Wang; Ang Li 005; Meng Pang; Hai Li 001; Yiran Chen 001 (ICDM, 2022)

Cascading structured pruning: enabling high data reuse for sparse DNN accelerators. - Edward Hanson; Shiyu Li 001; Hai Helen Li; Yiran Chen 001 (ISCA, 2022)

Bionic Robust Memristor-Based Artificial Nociception System for Robotics. - Guangyu Feng; Bokyung Kim; Hai Helen Li (ISCAS, 2022)

A 1.041-Mb/mm2 27.38-TOPS/W Signed-INT8 Dynamic-Logic-Based ADC-less SRAM Compute-in-Memory Macro in 28nm with Reconfigurable Bitwise Operation for AI and Embedded Applications. - Bonan Yan; Jeng-Long Hsu; Pang-Cheng Yu; Chia-Chi Lee; Yaojun Zhang; Wenshuo Yue; Guoqiang Mei; Yuchao Yang 001; Yue Yang; Hai Li 001; Yiran Chen 001; Ru Huang 001 (ISSCC, 2022)

FedSEA: A Semi-Asynchronous Federated Learning Framework for Extremely Heterogeneous Devices. - Jingwei Sun 002; Ang Li 005; Lin Duan; Samiul Alam; Xuliang Deng; Xin Guo 008; Haiming Wang 002; Maria Gorlatova; Mi Zhang 002; Hai Li 001; Yiran Chen 001 (SenSys, 2022)

The Untapped Potential of Off-the-Shelf Convolutional Neural Networks. - Matthew Inkawhich; Nathan Inkawhich; Eric K. Davis; Hai Li 001; Yiran Chen 001 (WACV, 2022)

Enabling AI Innovation via Data and Model Sharing: An Overview of the Nsf Convergence Accelerator Track D. - Chaitanya K. Baru; Michael Pozmantier; Ilkay Altintas; Stephen Baek; Jonathan Cohen 003; Laura E. Condon; Giulia Fanti; Raul Castro Fernandez; Ethan Jackson; Upmanu Lall; Bennett A. Landman; Hai Li 001; et al. (AI Mag., 2022)

Self-Trained Proposal Networks for the Open World. - Matthew Inkawhich; Nathan Inkawhich; Hai Helen Li; Yiran Chen 001 (CoRR, 2022)

Learning and Compositionality: a Unification Attempt via Connectionist Probabilistic Programming. - Ximing Qiao; Hai Li 001 (CoRR, 2022)

FADE: Enabling Large-Scale Federated Adversarial Training on Resource-Constrained Edge Devices. - Minxue Tang; Jianyi Zhang; Mingyuan Ma; Louis DiValentin; Aolin Ding; Amin Hassanzadeh; Hai Helen Li; Yiran Chen 001 (CoRR, 2022)

Rethinking Normalization Methods in Federated Learning. - Zhixu Du; Jingwei Sun 002; Ang Li 005; Pin-Yu Chen; Jianyi Zhang; Hai (Helen) Li; Yiran Chen 001 (CoRR, 2022)

More Generalized and Personalized Unsupervised Representation Learning In A Distributed System. - Yuewei Yang; Jingwei Sun 002; Ang Li 005; Hai Li 001; Yiran Chen 001 (CoRR, 2022)

PIDS: Joint Point Interaction-Dimension Search for 3D Point Cloud. - Tunhou Zhang; Mingyuan Ma; Feng Yan 001; Hai Li 001; Yiran Chen 001 (CoRR, 2022)

Guest Editors' Introduction: Near-Memory and In-Memory Processing. - Hai Li 001; Alaa R. Alameldeen; Onur Mutlu (IEEE Des. Test, 2022)

Accelerating Large-Scale Graph Neural Network Training on Crossbar Diet. - Chukwufumnanya Ogbogu; Aqeeb Iqbal Arka; Biresh Kumar Joardar; Janardhan Rao Doppa; Hai Helen Li; Krishnendu Chakrabarty; Partha Pratim Pande (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2022)

Guest Editorial Special Issue on the International Symposium on Integrated Circuits and Systems - ISICAS 2022. - Hai Helen Li (IEEE Trans. Circuits Syst. I Regul. Pap., 2022)

Toward Efficient and Adaptive Design of Video Detection System with Deep Neural Networks. - Jiachen Mao; Qing Yang 011; Ang Li 005; Kent W. Nixon; Hai Li 001; Yiran Chen 001 (ACM Trans. Embed. Comput. Syst., 2022)

Introduction to the Special Issue on Accelerating AI on the Edge - Part 1. - Muhammad Shafique 001; Theocharis Theocharides; Hai Li 001; Chun Jason Xue (ACM Trans. Embed. Comput. Syst., 2022)

Introduction to the Special Issue on Accelerating AI on the Edge - Part 2. - Muhammad Shafique 001; Theocharis Theocharides; Hai (Helen) Li; Chun Jason Xue (ACM Trans. Embed. Comput. Syst., 2022)

DefT: Boosting Scalability of Deformable Convolution Operations on GPUs. - Edward Hanson; Mark Horton; Hai (Helen) Li; Yiran Chen 001 (ASPLOS (3), 2023)

Fine-grain Inference on Out-of-Distribution Data with Hierarchical Classification. - Randolph Linderman; Jingyang Zhang; Nathan Inkawhich; Hai Helen Li; Yiran Chen 001 (CoLLAs, 2023)

Global Vision Transformer Pruning with Hessian-Aware Saliency. - Huanrui Yang; Hongxu Yin; Maying Shen; Pavlo Molchanov 001; Hai Li 001; Jan Kautz (CVPR, 2023)

Accelerating Sparse Attention with a Reconfigurable Non-volatile Processing-In-Memory Architecture. - Qilin Zheng; Shiyu Li 001; Yitu Wang; Ziru Li; Yiran Chen 001; Hai Helen Li (DAC, 2023)

Dynamic Task Remapping for Reliable CNN Training on ReRAM Crossbars. - Chung-Hsuan Tung; Biresh Kumar Joardar; Partha Pratim Pande; Janardhan Rao Doppa; Hai Helen Li; Krishnendu Chakrabarty (DATE, 2023)

Multi-Agent Cooperative Games Using Belief Map Assisted Training. - Chen Luo; Qinwei Huang; Alex B. Wu; Simon Khan; Hai Li 001; Qinru Qiu (ECAI, 2023)

INCA: Input-stationary Dataflow at Outside-the-box Thinking about Deep Learning Accelerators. - Bokyung Kim; Shiyu Li 001; Hai Li 001 (HPCA, 2023)

Stable and Causal Inference for Discriminative Self-supervised Deep Visual Representations. - Yuewei Yang; Hai Li 001; Yiran Chen 001 (ICCV, 2023)

Disentangling Learning Representations with Density Estimation. - Eric C. Yeats; Frank Y. Liu; Hai Helen Li (ICLR, 2023)

Fed-CBS: A Heterogeneity-Aware Client Sampling Mechanism for Federated Learning via Class-Imbalance Reduction. - Jianyi Zhang; Ang Li 005; Minxue Tang; Jingwei Sun 002; Xiang Chen 010; Fan Zhang 069; Changyou Chen; Yiran Chen 001; Hai Li 001 (ICML, 2023)

On a New Type of Neural Computation for Probabilistic Symbolic Reasoning. - Ximing Qiao; Hai Li 001 (IJCNN, 2023)

Si-Kintsugi: Towards Recovering Golden-Like Performance of Defective Many-Core Spatial Architectures for AI. - Edward Hanson; Shiyu Li 001; Guanglei Zhou; Feng Cheng; Yitu Wang; Rohan Bose; Hai Li 001; Yiran Chen 001 (MICRO, 2023)

ReFloat: Low-Cost Floating-Point Processing in ReRAM for Accelerating Iterative Linear Solvers. - Linghao Song; Fan Chen 001; Hai Li 001; Yiran Chen 001 (SC, 2023)

Mixture Outlier Exposure: Towards Out-of-Distribution Detection in Fine-grained Environments. - Jingyang Zhang; Nathan Inkawhich; Randolph Linderman; Yiran Chen 001; Hai Li 001 (WACV, 2023)

: Joint Point Interaction-Dimension Search for 3D Point Cloud. - Tunhou Zhang; Mingyuan Ma; Feng Yan 001; Hai Li 001; Yiran Chen 001 (WACV, 2023)

NASRec: Weight Sharing Neural Architecture Search for Recommender Systems. - Tunhou Zhang; Dehua Cheng; Yuchen He; Zhengxing Chen; Xiaoliang Dai; Liang Xiong; Feng Yan 001; Hai Li 001; Yiran Chen 001; Wei Wen (WWW, 2023)

HCE: Improving Performance and Efficiency with Heterogeneously Compressed Neural Network Ensemble. - Jingchi Zhang; Huanrui Yang; Hai Li 001 (CoRR, 2023)

3D Masked Autoencoding and Pseudo-labeling for Domain Adaptive Segmentation of Heterogeneous Infant Brain MRI. - Xuzhe Zhang; Yuhao Wu; Jia Guo; Jerod M. Rasmussen; Thomas G. O'Connor; Hyagriv N. Simhan; Sonja Entringer; Pathik D. Wadhwa; Claudia Buss; Cristiane S. Duarte; Andrea Jackowski; Hai Li 001; et al. (CoRR, 2023)

SIO: Synthetic In-Distribution Data Benefits Out-of-Distribution Detection. - Jingyang Zhang; Nathan Inkawhich; Randolph Linderman; Ryan Luley; Yiran Chen 001; Hai Helen Li (CoRR, 2023)

OpenOOD v1.5: Enhanced Benchmark for Out-of-Distribution Detection. - Jingyang Zhang; Jingkang Yang; Pengyun Wang; Haoqi Wang; Yueqian Lin; Haoran Zhang; Yiyou Sun; Xuefeng Du; Kaiyang Zhou; Wayne Zhang 001; Yixuan Li 001; Ziwei Liu 002; et al. (CoRR, 2023)

Farthest Greedy Path Sampling for Two-shot Recommender Search. - Yufan Cao 002; Tunhou Zhang; Wei Wen; Feng Yan 001; Hai Li 001; Yiran Chen 001 (CoRR, 2023)

In-Storage Acceleration of Graph-Traversal-Based Approximate Nearest Neighbor Search. - Yitu Wang; Shiyu Li 001; Qilin Zheng; Linghao Song; Zongwang Li; Andrew Chang; Hai (Helen) Li; Yiran Chen 001 (CoRR, 2023)

Adversarial Estimation of Topological Dimension with Harmonic Score Maps. - Eric C. Yeats; Cameron Darwin; Frank Liu 001; Hai Li 001 (CoRR, 2023)

ReaLPrune: ReRAM Crossbar-Aware Lottery Ticket Pruning for CNNs. - Biresh Kumar Joardar; Janardhan Rao Doppa; Hai (Helen) Li; Krishnendu Chakrabarty; Partha Pratim Pande (IEEE Trans. Emerg. Top. Comput., 2023)

MWSCAS Guest Editorial Special Issue Based on the 64th International Midwest Symposium on Circuits and Systems. - Hai Helen Li (IEEE Trans. Circuits Syst. I Regul. Pap., 2023)

ISLPED 2022: An Experience of a Hybrid Conference in the Time of COVID-19. - Charles Augustine; Hai Helen Li (IEEE Des. Test, 2023)

DyNNamic: Dynamically Reshaping, High Data-Reuse Accelerator for Compact DNNs. - Edward Hanson; Shiyu Li 001; Xuehai Qian; Hai Helen Li; Yiran Chen 001 (IEEE Trans. Computers, 2023)

SpikeSen: Low-Latency In-Sensor-Intelligence Design With Neuromorphic Spiking Neurons. - Ziru Li; Qilin Zheng; Yiran Chen 001; Hai Helen Li (IEEE Trans. Circuits Syst. II Express Briefs, 2023)

ESSENCE: Exploiting Structured Stochastic Gradient Pruning for Endurance-Aware ReRAM-Based In-Memory Training Systems. - Xiaoxuan Yang 001; Huanrui Yang; Janardhan Rao Doppa; Partha Pratim Pande; Krishnendu Chakrabarty; Hai Li 001 (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2023)

EMS-i: An Efficient Memory System Design with Specialized Caching Mechanism for Recommendation Inference. - Yitu Wang; Shiyu Li 001; Qilin Zheng; Andrew Chang; Hai Li 001; Yiran Chen 001 (ACM Trans. Embed. Comput. Syst., 2023)

Guest Editorial Special Issue on the International Symposium on Integrated Circuits and Systems - ISICAS 2023. - Hai Helen Li (IEEE Trans. Circuits Syst. I Regul. Pap., 2023)

Outgoing Editorial. - Weisheng Zhao; Hai Helen Li; Domenico Zito (IEEE Trans. Circuits Syst. I Regul. Pap., 2023)

Weight Update Scheme for 1T1R Memristor Array Based Equilibrium Propagation. - Brady Taylor; Xiaoxuan Yang 001; Hai Li 001 (AICAS, 2024)

DistDNAS: Search Efficient Feature Interactions within 2 Hours. - Tunhou Zhang; Wei Wen; Igor Fedorov; Xi Liu; Buyun Zhang; Fangqiu Han; Wen-Yen Chen; Yiping Han; Feng Yan 001; Hai Li 001; Yiran Chen 001 (IEEE Big Data, 2024)

MulPi: A Multi-Class and Patient-Independent Computing-in-SRAM Seizure Classifier. - Bokyung Kim; Qijia Huang; Brady Taylor; Qilin Zheng; Jonathan Ku; Nicky Ramos; Eric C. Yeats; Yiran Chen 001; Hai Helen Li (BioCAS, 2024)

CSCO: Connectivity Search of Convolutional Operators. - Tunhou Zhang; Shiyu Li 001; Hsin-Pai Cheng; Feng Yan 001; Hai Li 001; Yiran Chen 001 (CVPR Workshops, 2024)

MAPSeg: Unified Unsupervised Domain Adaptation for Heterogeneous Medical Image Segmentation Based on 3D Masked Autoencoding and Pseudo-Labeling. - Xuzhe Zhang; Yuhao Wu; Elsa D. Angelini; Ang Li 005; Jia Guo; Jerod M. Rasmussen; Thomas G. O'Connor; Pathik D. Wadhwa; Andrea Parolin Jackowski; Hai Li 001; Jonathan Posner; Andrew F. Laine; et al. (CVPR, 2024)

AI Models for Edge Computing: Hardware-aware Optimizations for Efficiency. - Hai Helen Li (DATE, 2024)

Processing-in-Memory Designs Based on Emerging Technology for Efficient Machine Learning Acceleration. - Bokyung Kim; Hai Li 001; Yiran Chen 001 (ACM Great Lakes Symposium on VLSI, 2024)

EDALearn: A Comprehensive RTL-to-Signoff EDA Benchmark for Democratized and Reproducible ML for EDA Research. - Jingyu Pan; Chen-Chia Chang; Zhiyao Xie; Yiran Chen 001; Hai Helen Li (ICCAD, 2024)

SD-NAE: Generating Natural Adversarial Examples with Stable Diffusion. - Yueqian Lin; Jingyang Zhang; Yiran Chen 001; Hai Li 001 (Tiny Papers @ ICLR, 2024)

NDSEARCH: Accelerating Graph-Traversal-Based Approximate Nearest Neighbor Search through Near Data Processing. - Yitu Wang; Shiyu Li 001; Qilin Zheng; Linghao Song; Zongwang Li; Andrew Chang; Hai Li 001; Yiran Chen 001 (ISCA, 2024)

Hybrid Digital/Analog Memristor-based Computing Architecture for Sparse Deep Learning Acceleration. - Qilin Zheng; Shiyu Li 001; Yitu Wang; Ziru Li; Yiran Chen 001; Hai (Helen) Li (ISCAS, 2024)

Embracing Privacy, Robustness, and Efficiency with Trustworthy Federated Learning on Edge Devices. - Minxue Tang; Jingwei Sun 002; Hai Helen Li; Yiran Chen 001 (ISVLSI, 2024)

SiDA: Sparsity-Inspired Data-Aware Serving for Efficient and Scalable Large Mixture-of-Experts Models. - Zhixu Du; Shiyu Li 001; Yuhao Wu; Xiangyu Jiang; Jingwei Sun 002; Qilin Zheng; Yongkai Wu; Ang Li 005; Hai Li 001; Yiran Chen 001 (MLSys, 2024)

ModelGuard: Information-Theoretic Defense Against Model Extraction Attacks. - Minxue Tang; Anna Dai; Louis DiValentin; Aolin Ding; Amin Hass; Neil Zhenqiang Gong; Yiran Chen 001; Hai (Helen) Li (USENIX Security Symposium, 2024)

Tunable Hybrid Proposal Networks for the Open World. - Matthew Inkawhich; Nathan Inkawhich; Hai Li 001; Yiran Chen 001 (WACV, 2024)

Efficient, Direct, and Restricted Black-Box Graph Evasion Attacks to Any-Layer Graph Neural Networks via Influence Function. - Binghui Wang; Minhua Lin; Tianxiang Zhou; Pan Zhou 001; Ang Li 005; Meng Pang; Hai Helen Li; Yiran Chen 001 (WSDM, 2024)

Athena - The NSF AI Institute for Edge Computing. - Yiran Chen 001; Suman Banerjee 001; Shaundra Daily; Jeffery Krolik; Hai (Helen) Li; Daniel B. Limbrick; Miroslav Pajic; Rajashi Runton; Lin Zhong 001 (AI Mag., 2024)

Peeking Behind the Curtains of Residual Learning. - Tunhou Zhang; Feng Yan 001; Hai Helen Li; Yiran Chen 001 (CoRR, 2024)

Unsolvable Problem Detection: Evaluating Trustworthiness of Vision Language Models. - Atsuyuki Miyai; Jingkang Yang; Jingyang Zhang; Yifei Ming; Qing Yu; Go Irie; Yixuan Li 001; Hai Li 001; Ziwei Liu 002; Kiyoharu Aizawa (CoRR, 2024)

Min-K%++: Improved Baseline for Detecting Pre-Training Data from Large Language Models. - Jingyang Zhang; Jingwei Sun 002; Eric C. Yeats; Yang Ouyang; Martin Kuo; Jianyi Zhang; Hao Yang 018; Hai Helen Li (CoRR, 2024)

Do Counterfactual Examples Complicate Adversarial Training? - Eric C. Yeats; Cameron Darwin; Eduardo Ortega; Frank Liu 001; Hai Li 001 (CoRR, 2024)

Can Dense Connectivity Benefit Outlier Detection? An Odyssey with NAS. - Hao Fu; Tunhou Zhang; Hai Li 001; Yiran Chen 001 (CoRR, 2024)

MonoSparse-CAM: Harnessing Monotonicity and Sparsity for Enhanced Tree Model Processing on CAMs. - Tergel Molom-Ochir; Brady Taylor; Hai Li 001; Yiran Chen 001 (CoRR, 2024)

MLLM-FL: Multimodal Large Language Model Assisted Federated Learning on Heterogeneous and Long-tailed Data. - Jianyi Zhang; Hao (Fran)k Yang; Ang Li 005; Xin Guo 008; Pu Wang; Haiming Wang 002; Yiran Chen 001; Hai Li 001 (CoRR, 2024)

FedProphet: Memory-Efficient Federated Adversarial Training via Theoretic-Robustness and Low-Inconsistency Cascade Learning. - Minxue Tang; Yitu Wang; Jingyang Zhang; Louis DiValentin; Aolin Ding; Amin Hass; Yiran Chen 001; Hai (Helen) Li (CoRR, 2024)

A Survey: Collaborative Hardware and Software Design in the Era of Large Language Models. - Cong Guo 003; Feng Cheng; Zhixu Du; James Kiessling; Jonathan Ku; Shiyu Li 001; Ziru Li; Mingyuan Ma; Tergel Molom-Ochir; Benjamin Morris 004; Haoxuan Shan; Jingwei Sun 002; et al. (CoRR, 2024)

LoBAM: LoRA-Based Backdoor Attack on Model Merging. - Ming Yin; Jingyang Zhang; Jingwei Sun 002; Minghong Fang; Hai Li 001; Yiran Chen 001 (CoRR, 2024)

Neuro-Symbolic Computing: Advancements and Challenges in Hardware-Software Co-Design. - Xiaoxuan Yang 001; Zhangyang Wang; X. Sharon Hu; Chris H. Kim; Shimeng Yu; Miroslav Pajic; Rajit Manohar; Yiran Chen 001; Hai Helen Li (IEEE Trans. Circuits Syst. II Express Briefs, 2024)

NDRec: A Near-Data Processing System for Training Large-Scale Recommendation Models. - Shiyu Li 001; Yitu Wang; Edward Hanson; Andrew Chang; Yang-Seok Ki; Hai Li 001; Yiran Chen 001 (IEEE Trans. Computers, 2024)

Recap of the 61st ACM/IEEE Design Automation Conference (DAC61): The "Chips to Systems Conference". - Vivek De; Hai Li 001 (IEEE Des. Test, 2024)

Block-Wise Mixed-Precision Quantization: Enabling High Efficiency for Practical ReRAM-Based DNN Accelerators. - Xueying Wu; Edward Hanson; Nansu Wang; Qilin Zheng; Xiaoxuan Yang 001; Huanrui Yang; Shiyu Li 001; Feng Cheng; Partha Pratim Pande; Janardhan Rao Doppa; Krishnendu Chakrabarty; Hai Li 001 (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2024)

GenAI at the Edge: Comprehensive Survey on Empowering Edge Devices. - Mozhgan Navardi; Romina Aalishah; Yuzhe Fu; Yueqian Lin; Hai Li 001; Yiran Chen 001; Tinoosh Mohsenin (AAAI Spring Symposia, 2025)

Unsolvable Problem Detection: Robust Understanding Evaluation for Large Multimodal Models. - Atsuyuki Miyai; Jingkang Yang; Jingyang Zhang; Yifei Ming; Qing Yu; Go Irie; Yixuan Li 001; Hai Helen Li; Ziwei Liu 002; Kiyoharu Aizawa (ACL (1), 2025)

qGDP: Quantum Legalization and Detailed Placement for Superconducting Quantum Computers. - Junyao Zhang; Guanglei Zhou; Feng Cheng; Jonathan Ku; Qi Ding; Jiaqi Gu 002; Hanrui Wang 002; Hai Helen Li; Yiran Chen 001 (DATE, 2025)

AutoRAC: Automated Processing-in-Memory Accelerator Design for Recommender Systems. - Feng Cheng; Tunhou Zhang; Junyao Zhang; Jonathan Hao-Cheng Ku; Yitu Wang; Xiaoxuan Yang 001; Hai Li 001; Yiran Chen 001 (ACM Great Lakes Symposium on VLSI, 2025)

Prosperity: Accelerating Spiking Neural Networks via Product Sparsity. - Chiyue Wei; Cong Guo 003; Feng Cheng; Shiyu Li 001; Hao (Frank) Yang; Hai Helen Li; Yiran Chen 001 (HPCA, 2025)

Proactive Privacy Amnesia for Large Language Models: Safeguarding PII with Negligible Impact on Model Utility. - Martin Kuo; Jingyang Zhang; Jianyi Zhang; Minxue Tang; Louis DiValentin; Aolin Ding; Jingwei Sun 002; William Chen; Amin Hass; Tianlong Chen 001; Yiran Chen 001; Hai Li 001 (ICLR, 2025)

Min-K%++: Improved Baseline for Pre-Training Data Detection from Large Language Models. - Jingyang Zhang; Jingwei Sun 002; Eric C. Yeats; Yang Ouyang; Martin Kuo; Jianyi Zhang; Hao (Frank) Yang; Hai Li 001 (ICLR, 2025)

Transitive Array: An Efficient GEMM Accelerator with Result Reuse. - Cong Guo 003; Chiyue Wei; Jiaming Tang; Bowen Duan; Song Han 003; Hai Li 001; Yiran Chen 001 (ISCA, 2025)

Ecco: Improving Memory Bandwidth and Capacity for LLMs via Entropy-Aware Cache Compression. - Feng Cheng; Cong Guo 003; Chiyue Wei; Junyao Zhang; Changchun Zhou 001; Edward Hanson; Jiaqi Zhang 002; Xiaoxiao Liu 001; Hai Li 001; Yiran Chen 001 (ISCA, 2025)

Phi: Leveraging Pattern-based Hierarchical Sparsity for High-Efficiency Spiking Neural Networks. - Chiyue Wei; Bowen Duan; Cong Guo 003; Jingyang Zhang; Qingyue Song; Hai Li 001; Yiran Chen 001 (ISCA, 2025)

QPlacer: Frequency-Aware Component Placement for Superconducting Quantum Computers. - Junyao Zhang; Hanrui Wang 002; Qi Ding; Jiaqi Gu 002; Reouven Assouly; William D. Oliver; Song Han 003; Kenneth R. Brown; Hai Li 001; Yiran Chen 001 (ISCA, 2025)

Digital Compute-in-Memory Ising Annealer with Ferroelectric Capacitor-Based nvSRAM for Combinatorial Optimization Problems. - Yuyao Kong; Jianwei Jia; Anni Lu; Faaiq G. Waqar; Yuan-Chun Luo; Hai Li 001; Ian A. Young; Shimeng Yu (ISCAS, 2025)

MonoSparse-CAM: Efficient Tree Model Processing via Monotonicity and Sparsity in CAMs. - Tergel Molom-Ochir; Brady Taylor; Hai (Helen) Li; Yiran Chen 001 (ISCAS, 2025)

Efficient Neuro-Symbolic Policy using In-Memory Computing. - Tergel Molom-Ochir; Naman Saxena; Jiwoo Kim; Yiran Chen 001; Zhangyang (Atlas) Wang; Miroslav Pajic; Hai (Helen) Li (NeuS, 2025)

MLLM-LLaVA-FL: Multimodal Large Language Model Assisted Federated Learning. - Jianyi Zhang; Hao Yang 018; Ang Li 005; Xin Guo 008; Pu Wang; Haiming Wang 002; Yiran Chen 001; Hai Li 001 (WACV, 2025)

Generalized Out-of-Distribution Detection and Beyond in Vision Language Model Era: A Survey. - Atsuyuki Miyai; Jingkang Yang; Jingyang Zhang; Yifei Ming; Yueqian Lin; Qing Yu; Go Irie; Shafiq Joty; Yixuan Li 001; Hai Helen Li; Ziwei Liu 002; Toshihiko Yamasaki; et al. (Trans. Mach. Learn. Res., 2025)

Hamming Attention Distillation: Binarizing Keys and Queries for Efficient Long-Context Transformers. - Mark Horton; Tergel Molom-Ochir; Peter Liu; Bhavna Gopal; Chiyue Wei; Cong Guo 003; Brady Taylor; Deliang Fan; Shan X. Wang; Hai Li 001; Yiran Chen 001 (CoRR, 2025)

H-CoT: Hijacking the Chain-of-Thought Safety Reasoning Mechanism to Jailbreak Large Reasoning Models, Including OpenAI o1/o3, DeepSeek-R1, and Gemini 2.0 Flash Thinking. - Martin Kuo; Jianyi Zhang; Aolin Ding; Qinsi Wang; Louis DiValentin; Yujia Bao; Wei Wei 019; Hai Li 001; Yiran Chen 001 (CoRR, 2025)

Keyframe-oriented Vision Token Pruning: Enhancing Efficiency of Large Vision Language Models on Long-Form Video Processing. - Yudong Liu; Jingwei Sun 002; Yueqian Lin; Jingyang Zhang; Ming Yin; Qinsi Wang; Jianyi Zhang; Hai Li 001; Yiran Chen 001 (CoRR, 2025)

HippoMM: Hippocampal-inspired Multimodal Memory for Long Audiovisual Event Understanding. - Yueqian Lin; Qinsi Wang; Hancheng Ye; Yuzhe Fu; Hai Helen Li; Yiran Chen 001 (CoRR, 2025)

SafeTy Reasoning Elicitation Alignment for Multi-Turn Dialogues. - Martin Kuo; Jianyi Zhang; Aolin Ding; Louis DiValentin; Amin Hass; Benjamin F. Morris III; Isaac Jacobson; Randolph Linderman; James Kiessling; Nicolas Ramos; Bhavna Gopal; Maziyar Baran Pouyan; et al. (CoRR, 2025)

SADA: Stability-guided Adaptive Diffusion Acceleration. - Ting Jiang; Yixiao Wang; Hancheng Ye; Zishan Shao; Jingwei Sun 002; Jingyang Zhang; Zekai Chen; Jianyi Zhang; Yiran Chen 001; Hai Li 001 (CoRR, 2025)

KLLM: Fast LLM Inference with K-Means Quantization. - Xueying Wu; Baijun Zhou; Zhihui Gao; Yuzhe Fu; Qilin Zheng; Yintao He; Hai Li 001 (CoRR, 2025)

FlashSVD: Memory-Efficient Inference with Streaming for Low-Rank Models. - Zishan Shao; Yixiao Wang; Qinsi Wang; Ting Jiang; Zhixu Du; Hancheng Ye; Danyang Zhuo; Yiran Chen 001; Hai Li 001 (CoRR, 2025)

DPad: Efficient Diffusion Language Models with Suffix Dropout. - Xinhua Chen; Sitao Huang; Cong Guo 003; Chiyue Wei; Yintao He; Jianyi Zhang; Hai Helen Li; Yiran Chen 001 (CoRR, 2025)

MulPi: A Multi-class and Patient-Independent Epileptic Seizure Classifier With Co-Designed Input-stationary Computing-in-SRAM. - Bokyung Kim; Qijia Huang; Brady Taylor; Qilin Zheng; Jonathan Ku; Yiran Chen 001; Hai Li 001 (IEEE Trans. Biomed. Circuits Syst., 2025)

Advancements in Content-Addressable Memory (CAM) Circuits: State-of-the-Art, Applications, and Future Directions in the AI Domain. - Tergel Molom-Ochir; Brady Taylor; Hai Li 001; Yiran Chen 001 (IEEE Trans. Circuits Syst. I Regul. Pap., 2025)

Towards Automated Model Design on Recommender Systems. - Tunhou Zhang; Dehua Cheng; Yuchen He; Zhengxing Chen; Xiaoliang Dai; Liang Xiong; Yudong Liu; Feng Cheng; Yufan Cao 002; Feng Yan 001; Hai Li 001; Yiran Chen 001; et al. (Trans. Recomm. Syst., 2025)