Shijie Cao

Ladder: Enabling Efficient Low-Precision Deep Learning Computing through Hardware-aware Tensor Transformation

Lei Wang, Lingxiao Ma, Shijie Cao, Quanlu Zhang, Jilong Xue, Yining Shi, Ningxin Zheng, Ziming Miao, Fan Yang, Ting Cao, Yuqing Yang, Mao Yang

OSDI 2024 | July 2024

Publication Github

Pre-gated MoE: An Algorithm-System Co-Design for Fast and Scalable Mixture-of-Expert Inference

Ranggi Hwang, Jianyu Wei, Shijie Cao, Changho Hwang, Xiaohu Tang, Ting Cao, Mao Yang

ISCA 2024 | July 2024

Microsoft Research Focus http://approjects.co.za/?big=en-us/research/blog/research-focus-week-of-july-15-2024/

Publication

Accurate and Structured Pruning for Efficient Automatic Speech Recognition

Huiqiang Jiang, Li Lyna Zhang, Yuang Li, Yu Wu, Shijie Cao, Ting Cao, Yuqing Yang, Jinyu Li, Mao Yang, Lili Qiu

INTERSPEECH 2023 | August 2023

Publication

Efficient GPU Kernels for N:M-SPARSE Weights in Deep Learning

Bin Lin, Ningxin Zheng, Lei Wang, Shijie Cao, Lingxiao Ma, Quanlu Zhang, Yi Zhu, Ting Cao, Jilong Xue, Yuqing Yang, Fan Yang

Sixth Conference on Machine Learning and Systems (MLSys'23) | June 2023

Publication Project

NN-Stretch: Automatic Neural Network Branching for Parallel Inference on Heterogeneous Multi-Processors

Jianyu Wei, Ting Cao, Shijie Cao, Shiqi Jiang, Shaowei Fu, Mao Yang, Yanyong Zhang, Yunxin Liu

The 21st International Conference on Mobile Systems, Applications, and Services (MobiSys ’23) | June 2023

Publication

The Case for Learning Machine Language

Guangda Liu, Chieh-Jan Mike Liang, Shijie Cao, Shuai Lu, Leendert van Doorn

ML for Systems at NeurIPS | December 2022

Publication

Ladder: Enabling Efficient Low-Precision Deep Learning Computing through Hardware-aware Tensor Transformation

Lei Wang, Lingxiao Ma, Shijie Cao, Quanlu Zhang, Jilong Xue, Yining Shi, Ningxin Zheng, Ziming Miao, Fan Yang, Ting Cao, Yuqing Yang, Mao Yang

OSDI 2024 | July 2024

Publication Github

Pre-gated MoE: An Algorithm-System Co-Design for Fast and Scalable Mixture-of-Expert Inference

Ranggi Hwang, Jianyu Wei, Shijie Cao, Changho Hwang, Xiaohu Tang, Ting Cao, Mao Yang

ISCA 2024 | July 2024

Microsoft Research Focus http://approjects.co.za/?big=en-us/research/blog/research-focus-week-of-july-15-2024/

Publication

NN-Stretch: Automatic Neural Network Branching for Parallel Inference on Heterogeneous Multi-Processors

Jianyu Wei, Ting Cao, Shijie Cao, Shiqi Jiang, Shaowei Fu, Mao Yang, Yanyong Zhang, Yunxin Liu

The 21st International Conference on Mobile Systems, Applications, and Services (MobiSys ’23) | June 2023

Publication

Efficient GPU Kernels for N:M-SPARSE Weights in Deep Learning

Bin Lin, Ningxin Zheng, Lei Wang, Shijie Cao, Lingxiao Ma, Quanlu Zhang, Yi Zhu, Ting Cao, Jilong Xue, Yuqing Yang, Fan Yang

Sixth Conference on Machine Learning and Systems (MLSys'23) | June 2023

Publication Project

The Case for Learning Machine Language

Guangda Liu, Chieh-Jan Mike Liang, Shijie Cao, Shuai Lu, Leendert van Doorn

ML for Systems at NeurIPS | December 2022

Publication

Accurate and Structured Pruning for Efficient Automatic Speech Recognition

Huiqiang Jiang, Li Lyna Zhang, Yuang Li, Yu Wu, Shijie Cao, Ting Cao, Yuqing Yang, Jinyu Li, Mao Yang, Lili Qiu

INTERSPEECH 2023 | August 2023

Publication

Accurate and Structured Pruning for Efficient Automatic Speech Recognition

Huiqiang Jiang, Li Lyna Zhang, Yuang Li, Yu Wu, Shijie Cao, Ting Cao, Yuqing Yang, Jinyu Li, Mao Yang, Lili Qiu

INTERSPEECH 2023 | August 2023

Publication

Ladder: Enabling Efficient Low-Precision Deep Learning Computing through Hardware-aware Tensor Transformation

Lei Wang, Lingxiao Ma, Shijie Cao, Quanlu Zhang, Jilong Xue, Yining Shi, Ningxin Zheng, Ziming Miao, Fan Yang, Ting Cao, Yuqing Yang, Mao Yang

OSDI 2024 | July 2024

Publication Github

Pre-gated MoE: An Algorithm-System Co-Design for Fast and Scalable Mixture-of-Expert Inference

Ranggi Hwang, Jianyu Wei, Shijie Cao, Changho Hwang, Xiaohu Tang, Ting Cao, Mao Yang

ISCA 2024 | July 2024

Microsoft Research Focus http://approjects.co.za/?big=en-us/research/blog/research-focus-week-of-july-15-2024/

Publication

Accurate and Structured Pruning for Efficient Automatic Speech Recognition

Huiqiang Jiang, Li Lyna Zhang, Yuang Li, Yu Wu, Shijie Cao, Ting Cao, Yuqing Yang, Jinyu Li, Mao Yang, Lili Qiu

INTERSPEECH 2023 | August 2023

Publication

NN-Stretch: Automatic Neural Network Branching for Parallel Inference on Heterogeneous Multi-Processors

Jianyu Wei, Ting Cao, Shijie Cao, Shiqi Jiang, Shaowei Fu, Mao Yang, Yanyong Zhang, Yunxin Liu

The 21st International Conference on Mobile Systems, Applications, and Services (MobiSys ’23) | June 2023

Publication

Efficient GPU Kernels for N:M-SPARSE Weights in Deep Learning

Bin Lin, Ningxin Zheng, Lei Wang, Shijie Cao, Lingxiao Ma, Quanlu Zhang, Yi Zhu, Ting Cao, Jilong Xue, Yuqing Yang, Fan Yang

Sixth Conference on Machine Learning and Systems (MLSys'23) | June 2023

Publication Project

The Case for Learning Machine Language

Guangda Liu, Chieh-Jan Mike Liang, Shijie Cao, Shuai Lu, Leendert van Doorn

ML for Systems at NeurIPS | December 2022

Publication