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

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)

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)

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

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

Biologically Plausible Learning on Neuromorphic Hardware Architectures. - Christopher Wolters; Brady Taylor; Edward Hanson; Xiaoxuan Yang 001; Ulf Schlichtmann; Yiran Chen 001 (MWSCAS, 2023)

Analog, In-memory Compute Architectures for Artificial Intelligence. - Patrick Bowen; Guy Regev; Nir Regev; Bruno Pedroni; Edward Hanson; Yiran Chen 001 (CoRR, 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)

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)

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)

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)