Exploiting Sparsity to Accelerate Fully Connected Layers of CNN-Based Applications on Mobile SoCs. - Xinfeng Xie; Dayou Du; Qian Li 027; Yun Liang 001; Wai Teng Tang; Zhongliang Ong; Mian Lu; Huynh Phung Huynh; Rick Siow Mong Goh (ACM Trans. Embed. Comput. Syst., 2018)

BitDistiller: Unleashing the Potential of Sub-4-Bit LLMs via Self-Distillation. - Dayou Du; Yijia Zhang; Shijie Cao; Jiaqi Guo; Ting Cao; Xiaowen Chu 001; Ningyi Xu (ACL (1), 2024)

AFPQ: Asymmetric Floating Point Quantization for LLMs. - Yijia Zhang; Sicheng Zhang; Shijie Cao; Dayou Du; Jianyu Wei; Ting Cao; Ningyi Xu (ACL (Findings), 2024)

Benchmarking and Dissecting the Nvidia Hopper GPU Architecture. - Weile Luo; Ruibo Fan; Zeyu Li; Dayou Du; Qiang Wang 022; Xiaowen Chu 001 (IPDPS, 2024)

Resiliency at Scale: Managing Google's TPUv4 Machine Learning Supercomputer. - Yazhou Zu; Alireza Ghaffarkhah; Hoang-Vu Dang; Brian Towles; Steven Hand 001; Safeen Huda; Adekunle Bello; Alexander Kolbasov; Arash Rezaei; Dayou Du; Steve Lacy; Hang Wang; et al. (NSDI, 2024)

Model Quantization and Hardware Acceleration for Vision Transformers: A Comprehensive Survey. - Dayou Du; Gu Gong; Xiaowen Chu 001 (CoRR, 2024)

STBLLM: Breaking the 1-Bit Barrier with Structured Binary LLMs. - Peijie Dong; Lujun Li 001; Dayou Du; Yuhan Chen; Zhenheng Tang; Qiang Wang 022; Wei Xue 002; Wenhan Luo; Qifeng Liu; Yike Guo; Xiaowen Chu 001 (CoRR, 2024)

SeerAttention: Learning Intrinsic Sparse Attention in Your LLMs. - Yizhao Gao 002; Zhichen Zeng 002; Dayou Du; Shijie Cao; Hayden Kwok-Hay So; Ting Cao; Fan Yang 024; Mao Yang 004 (CoRR, 2024)

STBLLM: Breaking the 1-Bit Barrier with Structured Binary LLMs. - Peijie Dong; Lujun Li 001; Yuedong Zhong; Dayou Du; Ruibo Fan; Yuhan Chen; Zhenheng Tang; Qiang Wang 022; Wei Xue 002; Yike Guo; Xiaowen Chu 001 (ICLR, 2025)

Dissecting the NVIDIA Hopper Architecture through Microbenchmarking and Multiple Level Analysis. - Weile Luo; Ruibo Fan; Zeyu Li; Dayou Du; Hongyuan Liu 002; Qiang Wang 022; Xiaowen Chu 001 (CoRR, 2025)

BitDecoding: Unlocking Tensor Cores for Long-Context LLMs Decoding with Low-Bit KV Cache. - Dayou Du; Shijie Cao; Jianyi Cheng; Ting Cao; Mao Yang 004 (CoRR, 2025)

MoE-CAP: Benchmarking Cost, Accuracy and Performance of Sparse Mixture-of-Experts Systems. - Yinsicheng Jiang; Yao Fu; Yeqi Huang; Ping Nie; Zhan Lu; Leyang Xue; Congjie He; Man-Kit Sit; Jilong Xue; Li Dong; Ziming Miao; Dayou Du; et al. (CoRR, 2025)