A confabulation model for abnormal vehicle events detection in wide-area traffic monitoring. - Qiuwen Chen; Qinru Qiu; Qing Wu 002; Morgan Bishop; Mark Barnell (CogSIMA, 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)

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)

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)

Agile Condor: A scalable high performance embedded computing architecture. - Mark Barnell; Courtney Raymond; Christopher Capraro; Darrek Isereau (HPEC, 2015)

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)

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)

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)

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 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)

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)

Ultra-high fidelity radio frequency propagation modeling using distributed high performance graphical processing units: A simulator for multi-element non-stationary antenna systems. - Mark Barnell; Nathan Stokes; Jason Steeger; Jessie Grabowski (HPEC, 2017)

High-Performance Computing (HPC) and Machine Learning Demonstrated in Flight Using Agile Condor®. - Mark Barnell; Courtney Raymond; Christopher Capraro; Darrek Isereau; Chris Cicotta; Nathan Stokes (HPEC, 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)

Large Memristor Crossbars for Analog Computing. - Can Li; Yunning Li; Hao Jiang 017; Wenhao Song; Peng Lin; Zhongrui Wang; J. Joshua Yang; Qiangfei Xia; Miao Hu 002; Eric Montgomery; Jiaming Zhang; Noraica Dávila; et al. (ISCAS, 2018)

Unconventional computing with diffusive memristors. - Zhongrui Wang; Rivu Midya; Saumil Joshi; Hao Jiang 017; Can Li; Peng Lin; Wenhao Song; Mingyi Rao; Yunning Li; Mark Barnell; Qing Wu 002; Qiangfei Xia; et al. (ISCAS, 2018)

Long short-term memory networks in memristor crossbars. - Can Li; Zhongrui Wang; Mingyi Rao; Daniel Belkin; Wenhao Song; Hao Jiang 017; Peng Yan; Yunning Li; Peng Lin; Miao Hu 002; Ning Ge 001; John Paul Strachan; et al. (CoRR, 2018)

Low Power Computing and Simultaneous Electro-Optical/Radar Data Processing using IBM's NS16e 16-chip Neuromorphic Hardware. - Mark Barnell; Courtney Raymond; Dan Brown; Matthew Wilson; Éric Côté (HPEC, 2019)

Long short-term memory networks in memristor crossbar arrays. - Can Li; Zhongrui Wang; Mingyi Rao; Daniel Belkin; Wenhao Song; Hao Jiang 017; Peng Yan; Yunning Li; Peng Lin; Miao Hu 002; Ning Ge 001; John Paul Strachan; et al. (Nat. Mach. Intell., 2019)

Target Classification in Synthetic Aperture Radar and Optical Imagery Using Loihi Neuromorphic Hardware. - Mark Barnell; Courtney Raymond; Matthew Wilson; Darrek Isereau; Chris Cicotta (HPEC, 2020)

Demonstrating Advanced Machine Learning and Neuromorphic Computing Using IBM's NS16e. - Mark Barnell; Courtney Raymond; Matthew Wilson; Darrek Isereau; Éric Côté; Dan Brown; Chris Cicotta (SAI (1), 2020)

A memristor-based hybrid analog-digital computing platform for mobile robotics. - Buyun Chen; Hao Yang 029; Boxiang Song; Deming Meng; Xiaodong Yan; Yuanrui Li; Yunxiang Wang; Pan Hu; Tse-Hsien Ou; Mark Barnell; Qing Wu; Han Wang 008; et al. (Sci. Robotics, 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)

Model Quantization and Synthetic Aperture Data Analyses Increasing Throughput and Energy Efficiency. - Mark Barnell; Courtney Raymond; Anthony Salmin; Dan Brown; Darrek Isereau (HPEC, 2021)

Ultra Low-Power Deep Learning Applications at the Edge with Jetson Orin AGX Hardware. - Mark Barnell; Courtney Raymond; Steven Smiley; Darrek Isereau; Daniel Brown (HPEC, 2022)

Unsupervised Adaptation of Spiking Networks in a Gradual Changing Environment. - Zaidao Mei; Mark Barnell; Qinru Qiu (HPEC, 2022)

Advanced Ultra Low-Power Deep Learning Applications with Neuromorphic Computing. - Mark Barnell; Courtney Raymond; Lisa Loomis; Darrek Isereau; Daniel Brown; Francesca Vidal; Steven Smiley (HPEC, 2023)

Spike-Driven YOLO: Ultra Low-Power Object Detection with Neuromorphic Computing. - Mark Barnell; Courtney Raymond; Lisa Loomis; Francesca Vidal; Daniel Brown; Darrek Isereau (HPEC, 2024)