Edward Hanson

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 13

Top Topics

High Efficiency

Hardware Architectures

Subsumption Architecture

Top Venues

IEEE Trans. Computers

Publications

Shiyu Li, Yitu Wang, Edward Hanson, Andrew Chang, Yang-Seok Ki, Hai Li, Yiran Chen
NDRec: A Near-Data Processing System for Training Large-Scale Recommendation Models. IEEE Trans. Computers 73 (5) (2024)
Xueying Wu, Edward Hanson, Nansu Wang, Qilin Zheng, Xiaoxuan Yang, Huanrui Yang, Shiyu Li, Feng Cheng, Partha Pratim Pande, Janardhan Rao Doppa, Krishnendu Chakrabarty, Hai Li
Block-Wise Mixed-Precision Quantization: Enabling High Efficiency for Practical ReRAM-based DNN Accelerators. CoRR (2023)
Patrick Bowen, Guy Regev, Nir Regev, Bruno Pedroni, Edward Hanson, Yiran Chen
Analog, In-memory Compute Architectures for Artificial Intelligence. CoRR (2023)
Edward Hanson, Shiyu Li, Xuehai Qian, Hai Helen Li, Yiran Chen
DyNNamic: Dynamically Reshaping, High Data-Reuse Accelerator for Compact DNNs. IEEE Trans. Computers 72 (3) (2023)
Edward Hanson, Mark Horton, Hai (Helen) Li, Yiran Chen
DefT: Boosting Scalability of Deformable Convolution Operations on GPUs. ASPLOS (3) (2023)
Christopher Wolters, Brady Taylor, Edward Hanson, Xiaoxuan Yang, Ulf Schlichtmann, Yiran Chen
Biologically Plausible Learning on Neuromorphic Hardware Architectures. MWSCAS (2023)
Edward Hanson, Shiyu Li, Guanglei Zhou, Feng Cheng, Yitu Wang, Rohan Bose, Hai Li, Yiran Chen
Si-Kintsugi: Towards Recovering Golden-Like Performance of Defective Many-Core Spatial Architectures for AI. MICRO (2023)
Christopher Wolters, Brady Taylor, Edward Hanson, Xiaoxuan Yang, Ulf Schlichtmann, Yiran Chen
Biologically Plausible Learning on Neuromorphic Hardware Architectures. CoRR (2022)
Edward Hanson, Shiyu Li, Hai Helen Li, Yiran Chen
Cascading structured pruning: enabling high data reuse for sparse DNN accelerators. ISCA (2022)
Shiyu Li, Edward Hanson, Xuehai Qian, Hai (Helen) Li, Yiran Chen
ESCALATE: Boosting the Efficiency of Sparse CNN Accelerator with Kernel Decomposition. MICRO (2021)
Bokyung Kim, Edward Hanson, Hai Li
An Efficient 3D ReRAM Convolution Processor Design for Binarized Weight Networks. IEEE Trans. Circuits Syst. II Express Briefs 68 (5) (2021)
Shiyu Li, Edward Hanson, Hai Li, Yiran Chen
PENNI: Pruned Kernel Sharing for Efficient CNN Inference. ICML (2020)
Shiyu Li, Edward Hanson, Hai Li, Yiran Chen
PENNI: Pruned Kernel Sharing for Efficient CNN Inference. CoRR (2020)