Toward a spintronic deep learning spiking neural processor. - Abhronil Sengupta; Bing Han 006; Kaushik Roy 001 (BioCAS, 2016)

On the energy benefits of spiking deep neural networks: A case study. - Bing Han 006; Abhronil Sengupta; Kaushik Roy 001 (IJCNN, 2016)

Probabilistic Deep Spiking Neural Systems Enabled by Magnetic Tunnel Junction. - Abhronil Sengupta; Maryam Parsa; Bing Han 006; Kaushik Roy 001 (CoRR, 2016)

Xcel-RAM: Accelerating Binary Neural Networks in High-Throughput SRAM Compute Arrays. - Amogh Agrawal; Akhilesh Jaiswal 001; Bing Han 006; Gopalakrishnan Srinivasan; Kaushik Roy 001 (CoRR, 2018)

Energy Efficient Neural Computing: A Study of Cross-Layer Approximations. - Syed Shakib Sarwar; Gopalakrishnan Srinivasan; Bing Han 006; Parami Wijesinghe; Akhilesh Jaiswal 001; Priyadarshini Panda; Anand Raghunathan; Kaushik Roy 001 (IEEE J. Emerg. Sel. Topics Circuits Syst., 2018)

Cross-Layer Design Exploration for Energy-Quality Tradeoffs in Spiking and Non-Spiking Deep Artificial Neural Networks. - Bing Han 006; Aayush Ankit; Abhronil Sengupta; Kaushik Roy 001 (IEEE Trans. Multi Scale Comput. Syst., 2018)

DeltaFrame-BP: An Algorithm Using Frame Difference for Deep Convolutional Neural Networks Training and Inference on Video Data. - Bing Han 006; Kaushik Roy 001 (IEEE Trans. Multi Scale Comput. Syst., 2018)

Xcel-RAM: Accelerating Binary Neural Networks in High-Throughput SRAM Compute Arrays. - Amogh Agrawal; Akhilesh Jaiswal 001; Deboleena Roy; Bing Han 006; Gopalakrishnan Srinivasan; Aayush Ankit; Kaushik Roy 001 (IEEE Trans. Circuits Syst. I Regul. Pap., 2019)

RMP-SNN: Residual Membrane Potential Neuron for Enabling Deeper High-Accuracy and Low-Latency Spiking Neural Network. - Bing Han 006; Gopalakrishnan Srinivasan; Kaushik Roy 001 (CVPR, 2020)

Deep Spiking Neural Network: Energy Efficiency Through Time Based Coding. - Bing Han 006; Kaushik Roy 001 (ECCV (10), 2020)

RMP-SNNs: Residual Membrane Potential Neuron for Enabling Deeper High-Accuracy and Low-Latency Spiking Neural Networks. - Bing Han 006; Gopalakrishnan Srinivasan; Kaushik Roy 001 (CoRR, 2020)

Oscillatory Fourier Neural Network: A Compact and Efficient Architecture for Sequential Processing. - Bing Han 006; Cheng Wang 036; Kaushik Roy 001 (AAAI, 2022)