Shaoyi Huang

Accelerating Transformer-based Deep Learning Models on FPGAs using Column Balanced Block Pruning

Hongwu Peng, Shaoyi Huang, Tong Geng et al. · 2021 · 103 citations

Engineering, Computer Engineering, Computer Science +17

A length adaptive algorithm-hardware co-design of transformer on FPGA through sparse attention and dynamic pipelining

Hongwu Peng, Shaoyi Huang, Shiyang Chen et al. · Proceedings of the 59th ACM/IEEE Design Automation Conference · 2022 · 48 citations · Full text

Engineering, Computer Engineering, Computer Science +17

Accelerating Framework of Transformer by Hardware Design and Model Compression Co-Optimization

Panjie Qi, Edwin H.‐M. Sha, Qingfeng Zhuge et al. · 2021 IEEE/ACM International Conference On Computer Aided Design (ICCAD) · 2021 · 47 citations

Engineering, Computer Engineering, Computer Science +17

Accommodating Transformer onto FPGA

Panjie Qi, Yuhong Song, Hongwu Peng et al. · 2021 · 36 citations

Engineering, Computer Engineering, Computer Science +17

MaxK-GNN: Extremely Fast GPU Kernel Design for Accelerating Graph Neural Networks Training

Hongwu Peng, Xi Xie, Kaustubh Shivdikar et al. · 2024 · 28 citations

Computing, Computer Science, High-performance Computing +17