An Energy-Efficient Bit-Split-and-Combination Systolic Accelerator for NAS-Based Multi-Precision Convolution Neural Networks. - Liuyao Dai; Quan Cheng; Yuhang Wang; Gengbin Huang; Junzhuo Zhou; Kai Li 024; Wei Mao 002; Hao Yu 001 (ASP-DAC, 2022)

An Energy-Efficient Mixed-Bitwidth Systolic Accelerator for NAS-Optimized Deep Neural Networks. - Wei Mao 002; Liuyao Dai; Kai Li 024; Quan Cheng; Yuhang Wang; Laimin Du; Shaobo Luo; Mingqiang Huang; Hao Yu 001 (IEEE Trans. Very Large Scale Integr. Syst., 2022)

A Configurable Floating-Point Multiple-Precision Processing Element for HPC and AI Converged Computing. - Wei Mao 002; Kai Li 024; Quan Cheng; Liuyao Dai; Boyu Li; Xinang Xie; He Li 008; Longyang Lin; Hao Yu 001 (IEEE Trans. Very Large Scale Integr. Syst., 2022)

Performance Characterization of Large Language Models on High-Speed Interconnects. - Hao Qi; Liuyao Dai; Weicong Chen; Zhen Jia; Xiaoyi Lu (HOTI, 2023)

xCCL: A Survey of Industry-Led Collective Communication Libraries for Deep Learning. - Adam Weingram; Yuke Li; Hao Qi; Darren Ng; Liuyao Dai; Xiaoyi Lu (J. Comput. Sci. Technol., 2023)

A Low-Power Sparse Convolutional Neural Network Accelerator With Pre-Encoding Radix-4 Booth Multiplier. - Quan Cheng; Liuyao Dai; Mingqiang Huang; Ao Shen; Wei Mao 002; Masanori Hashimoto; Hao Yu 001 (IEEE Trans. Circuits Syst. II Express Briefs, 2023)

Reliability Exploration of System-on-Chip With Multi-Bit-Width Accelerator for Multi-Precision Deep Neural Networks. - Quan Cheng; Mingqiang Huang; Changhai Man; Ao Shen; Liuyao Dai; Hao Yu 001; Masanori Hashimoto (IEEE Trans. Circuits Syst. I Regul. Pap., 2023)

A 13-34 TOPS/W Edge-AI Processor Featuring Booth-Value-Confined Accelerator, Near-Memory Computing, and Contiguity-Aware Mapping. - Quan Cheng; Longyang Lin; Mingqiang Huang; Qiufeng Li; Zhengke Yang; Liuyao Dai; Hao Yu 001; Yu-Jen Chen; Yiyu Shi 001; Masanori Hashimoto (A-SSCC, 2024)

How accurately can soft error impact be estimated in black-box/white-box cases? - a case study with an edge AI SoC -. - Quan Cheng; Qiufeng Li; Longyang Lin; Wang Liao; Liuyao Dai; Hao Yu 001; Masanori Hashimoto (DAC, 2024)

High-Speed Data Communication With Advanced Networks in Large Language Model Training. - Liuyao Dai; Hao Qi; Weicong Chen; Xiaoyi Lu (IEEE Micro, 2024)