Yaohui Cai

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 15

Top Topics

Smoothing Methods

Comprehensive Evaluation

Ad Hoc Information Retrieval

Top Venues

Publications

Hongzheng Chen, Jiahao Zhang, Yixiao Du, Shaojie Xiang, Zichao Yue, Niansong Zhang, Yaohui Cai, Zhiru Zhang
A Comprehensive Evaluation of FPGA-Based Spatial Acceleration of LLMs. FPGA (2024)
Dingyi Dai, Yichi Zhang, Jiahao Zhang, Zhanqiu Hu, Yaohui Cai, Qi Sun, Zhiru Zhang
Trainable Fixed-Point Quantization for Deep Learning Acceleration on FPGAs. CoRR (2024)
Jerry Chee, Yaohui Cai, Volodymyr Kuleshov, Christopher De Sa
QuIP: 2-Bit Quantization of Large Language Models With Guarantees. CoRR (2023)
Jerry Chee, Yaohui Cai, Volodymyr Kuleshov, Christopher De Sa
QuIP: 2-Bit Quantization of Large Language Models With Guarantees. NeurIPS (2023)
Hongzheng Chen, Jiahao Zhang, Yixiao Du, Shaojie Xiang, Zichao Yue, Niansong Zhang, Yaohui Cai, Zhiru Zhang
Understanding the Potential of FPGA-Based Spatial Acceleration for Large Language Model Inference. CoRR (2023)
Yaohui Cai, Weizhe Hua, Hongzheng Chen, G. Edward Suh, Christopher De Sa, Zhiru Zhang
Structured Pruning is All You Need for Pruning CNNs at Initialization. CoRR (2022)
Wuxinlin Cheng, Chenhui Deng, Zhiqiang Zhao, Yaohui Cai, Zhiru Zhang, Zhuo Feng
SPADE: A Spectral Method for Black-Box Adversarial Robustness Evaluation. CoRR (2021)
Qijing Huang, Dequan Wang, Zhen Dong, Yizhao Gao, Yaohui Cai, Tian Li, Bichen Wu, Kurt Keutzer, John Wawrzynek
CoDeNet: Efficient Deployment of Input-Adaptive Object Detection on Embedded FPGAs. FPGA (2021)
Wuxinlin Cheng, Chenhui Deng, Zhiqiang Zhao, Yaohui Cai, Zhiru Zhang, Zhuo Feng
SPADE: A Spectral Method for Black-Box Adversarial Robustness Evaluation. ICML (2021)
Yaohui Cai, Zhewei Yao, Zhen Dong, Amir Gholami, Michael W. Mahoney, Kurt Keutzer
ZeroQ: A Novel Zero Shot Quantization Framework. CVPR (2020)
Qijing Huang, Dequan Wang, Yizhao Gao, Yaohui Cai, Zhen Dong, Bichen Wu, Kurt Keutzer, John Wawrzynek
Algorithm-hardware Co-design for Deformable Convolution. CoRR (2020)
Yaohui Cai, Zhewei Yao, Zhen Dong, Amir Gholami, Michael W. Mahoney, Kurt Keutzer
ZeroQ: A Novel Zero Shot Quantization Framework. CoRR (2020)
Zhen Dong, Dequan Wang, Qijing Huang, Yizhao Gao, Yaohui Cai, Bichen Wu, Kurt Keutzer, John Wawrzynek
CoDeNet: Algorithm-hardware Co-design for Deformable Convolution. CoRR (2020)
Qijing Huang, Dequan Wang, Yizhao Gao, Yaohui Cai, Zhen Dong, Bichen Wu, Kurt Keutzer, John Wawrzynek
Algorithm-hardware Co-design for Deformable Convolution. EMC2@NeurIPS (2019)
Zhen Dong, Zhewei Yao, Yaohui Cai, Daiyaan Arfeen, Amir Gholami, Michael W. Mahoney, Kurt Keutzer
HAWQ-V2: Hessian Aware trace-Weighted Quantization of Neural Networks. CoRR (2019)