Hiearchical Crossbar Design for ReRAM based Write Variation Inhibition on-chip learning. - Qilin Zheng; Zongwei Wang 001; Jian Kang; Zhizhen Yu; Yimao Cai; Jintong Xu (NVMTS, 2018)

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)

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)

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)

ASTERS: adaptable threshold spike-timing neuromorphic design with twin-column ReRAM synapses. - Ziru Li; Qilin Zheng; Bonan Yan; Ru Huang 001; Bing Li 005; Yiran Chen 001 (DAC, 2022)

DIANA: An End-to-End Energy-Efficient Digital and ANAlog Hybrid Neural Network SoC. - Kodai Ueyoshi; Ioannis A. Papistas; Pouya Houshmand; Giuseppe Maria Sarda; Vikram Jain; Man Shi; Qilin Zheng; Juan Sebastian Piedrahita Giraldo; Peter Vrancx; Jonas Doevenspeck; Debjyoti Bhattacharjee; Stefan Cosemans; et al. (ISSCC, 2022)

Quantum algorithm and experimental demonstration for the subset sum problem. - Qilin Zheng; Pingyu Zhu; Shichuan Xue; Yang Wang; Chao Wu; Xinyao Yu 005; Miaomiao Yu; Yingwen Liu; Mingtang Deng; Junjie Wu 003; Ping Xu (Sci. China Inf. Sci., 2022)

Large-scale full-programmable quantum walk and its applications. - Yizhi Wang; Yingwen Liu; Junwei Zhan; Shichuan Xue; Yuzhen Zheng; Ru Zeng; Zhihao Wu; Zihao Wang; Qilin Zheng; Dongyang Wang; Weixu Shi; Xiang Fu; et al. (CoRR, 2022)

PIMulator-NN: An Event-Driven, Cross-Level Simulation Framework for Processing-In-Memory-Based Neural Network Accelerators. - Qilin Zheng; Xingchen Li; Yijin Guan; Zongwei Wang 001; Yimao Cai; Yiran Chen 001; Guangyu Sun 003; Ru Huang 001 (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2022)

Processing-in-Memory Technology for Machine Learning: From Basic to ASIC. - Brady Taylor; Qilin Zheng; Ziru Li; Shiyu Li 001; Yiran Chen 001 (IEEE Trans. Circuits Syst. II Express Briefs, 2022)

Device-Architecture Co-optimization for RRAM-based In-memory Computing. - Yimao Cai; Yi Gao; Zongwei Wang 001; Lin Bao; Ling Liang; Qilin Zheng; Cuimei Wang; Ru Huang 001 (ASICON, 2023)

Improving the Robustness and Efficiency of PIM-Based Architecture by SW/HW Co-Design. - Xiaoxuan Yang 001; Shiyu Li 001; Qilin Zheng; Yiran Chen 001 (ASP-DAC, 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)

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)

DIANA: An End-to-End Hybrid DIgital and ANAlog Neural Network SoC for the Edge. - Pouya Houshmand; Giuseppe Maria Sarda; Vikram Jain; Kodai Ueyoshi; Ioannis A. Papistas; Man Shi; Qilin Zheng; Debjyoti Bhattacharjee; Arindam Mallik; Peter Debacker; Diederik Verkest; Marian Verhelst (IEEE J. Solid State Circuits, 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)

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)

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)

ModSRAM: Algorithm-Hardware Co-Design for Large Number Modular Multiplication in SRAM. - Jonathan Hao-Cheng Ku; Junyao Zhang; Haoxuan Shan; Saichand Samudrala; Jiawen Wu; Qilin Zheng; Ziru Li; Jeyavijayan Rajendran; Yiran Chen 001 (DAC, 2024)

A Software-Hardware Co-design Solution for 3D Inner Structure Reconstruction. - Xingchen Li; Zhe Zhou 002; Qilin Zheng; Guangyu Sun 003; Qiankun Wang; Chenhao Xue (DAC, 2024)

Improving the Efficiency of In-Memory-Computing Macro with a Hybrid Analog-Digital Computing Mode for Lossless Neural Network Inference. - Qilin Zheng; Ziru Li; Jonathan Ku; Yitu Wang; Brady Taylor; Deliang Fan; Yiran Chen 001 (DAC, 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)

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)

The quantum Ising model for perfect matching and solving it with variational quantum eigensolver. - Qilin Zheng; Pingyu Zhu; Chao Wu; Miaomiao Yu; Weihong Luo; Ping Xu (Sci. China Inf. Sci., 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)

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)

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)

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)