Accelerating Deep Neural Networks in Processing-in-Memory Platforms: Analog or Digital Approach? - Shaahin Angizi; Zhezhi He; Dayane Alfenas Reis; Xiaobo Sharon Hu; Wilman Tsai; Shy Jay Lin; Deliang Fan (ISVLSI, 2019)

Performance Benchmarking of Spin-Orbit Torque Magnetic RAM (SOT-MRAM) for Deep Neural Network (DNN) Accelerators. - Yandong Luo; Piyush Kumar; Yu-Ching Liao; William Hwang; Fen Xue; Wilman Tsai; Shan X. Wang; Azad Naeemi; Shimeng Yu (IMW, 2022)

The Field-dependence Endurance Model and Its Mutual Effect in Hf-based Ferroelectrics. - Y. K. Chang; P. J. Liao; S. H. Yeong; Y.-M. Lin; J. H. Lee; C. T. Lin; Z. Yu; Wilman Tsai; Paul C. McIntyre (IRPS, 2022)

First Observation of Ultra-high Polarization ( 108 μC/cm²) in Nanometer Scaled High Performance Ferroelectric HZO Capacitors with Mo Electrodes. - F. Huang; B. Saini; L. Wan; H. Lu; X. He; S. Qin; Wilman Tsai; A. Gruverman; Andrew C. Meng; H.-S. Philip Wong; Paul C. McIntyre; Simon S. Wong (VLSI Technology and Circuits, 2023)

Efficient Memory Integration: MRAM-SRAM Hybrid Accelerator for Sparse On-Device Learning. - Fan Zhang 069; Amitesh Sridharan; Wilman Tsai; Yiran Chen 001; Shan X. Wang; Deliang Fan (DAC, 2024)

On-Device Continual Learning With STT-Assisted-SOT MRAM-Based In-Memory Computing. - Fan Zhang 069; Amitesh Sridharan; William Hwang; Fen Xue; Wilman Tsai; Shan X. Wang; Deliang Fan (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2024)

FP-SMR: A Fully Digital Floating-Point Processing-in-SAS-MRAM for Session-based Recommender System. - Asmer Hamid Ali; Amitesh Sridharan; Cheng Guo; William Hwang; Wilman Tsai; Jeff Zhang 001; Yiran Chen 001; Shan X. Wang; Deliang Fan (ACM Great Lakes Symposium on VLSI, 2025)