Yang Wang

NeoMem: Hardware/Software Co-Design for CXL-Native Memory Tiering

Zhe Zhou, Yiqi Chen, Tao Zhang, Yang Wang, Ran Shu, Shuotao Xu, Peng Cheng, Lei Qu, Yongqiang Xiong, Jie Zhang, Guangyu Sun

2024 International Symposium on Microarchitecture | November 2024

Publication

VPTQ: Extreme Low-bit Vector Post-Training Quantization for Large Language Models

Yifei Liu, Jicheng Wen, Yang Wang, Shengyu Ye, Li Lyna Zhang, Ting Cao, Cheng Li, Mao Yang

November 2024

Publication Github

PIM-DL: Expanding the Applicability of Commodity DRAM-PIMs for Deep Learning via Algorithm-System Co-Optimization

Cong Li, Zhe Zhou, Yang Wang, Fan Yang, Ting Cao, Mao Yang, Yun Liang, Guangyu Sun

29th ACM International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS'24) | April 2024

Publication

LUT-NN: Empower Efficient Neural Network Inference with Centroid Learning and Table Lookup

Xiaohu Tang, Yang Wang, Ting Cao, Li Lyna Zhang, Qi Chen, Deng Cai, Yunxin Liu, Mao Yang

The 29th Annual International Conference On Mobile Computing And Networking (MobiCom'23) | October 2023

Microsoft Research Focus http://approjects.co.za/?big=en-us/research/blog/research-focus-week-of-november-8-2023/

Publication Project

Towards Efficient Vision Transformer Inference: A First Study of Transformers on Mobile Devices

Xudong Wang, Li Lyna Zhang, Yang Wang, Mao Yang

HotMobile'22 | March 2022

Publication

NeoMem: Hardware/Software Co-Design for CXL-Native Memory Tiering

Zhe Zhou, Yiqi Chen, Tao Zhang, Yang Wang, Ran Shu, Shuotao Xu, Peng Cheng, Lei Qu, Yongqiang Xiong, Jie Zhang, Guangyu Sun

2024 International Symposium on Microarchitecture | November 2024

Publication

VPTQ: Extreme Low-bit Vector Post-Training Quantization for Large Language Models

Yifei Liu, Jicheng Wen, Yang Wang, Shengyu Ye, Li Lyna Zhang, Ting Cao, Cheng Li, Mao Yang

November 2024

Publication Github

Towards Efficient Vision Transformer Inference: A First Study of Transformers on Mobile Devices

Xudong Wang, Li Lyna Zhang, Yang Wang, Mao Yang

HotMobile'22 | March 2022

Publication

VPTQ: Extreme Low-bit Vector Post-Training Quantization for Large Language Models

Yifei Liu, Jicheng Wen, Yang Wang, Shengyu Ye, Li Lyna Zhang, Ting Cao, Cheng Li, Mao Yang

November 2024

Publication Github

PIM-DL: Expanding the Applicability of Commodity DRAM-PIMs for Deep Learning via Algorithm-System Co-Optimization

Cong Li, Zhe Zhou, Yang Wang, Fan Yang, Ting Cao, Mao Yang, Yun Liang, Guangyu Sun

29th ACM International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS'24) | April 2024

Publication

LUT-NN: Empower Efficient Neural Network Inference with Centroid Learning and Table Lookup

Xiaohu Tang, Yang Wang, Ting Cao, Li Lyna Zhang, Qi Chen, Deng Cai, Yunxin Liu, Mao Yang

The 29th Annual International Conference On Mobile Computing And Networking (MobiCom'23) | October 2023

Microsoft Research Focus http://approjects.co.za/?big=en-us/research/blog/research-focus-week-of-november-8-2023/

Publication Project

Towards Efficient Vision Transformer Inference: A First Study of Transformers on Mobile Devices

Xudong Wang, Li Lyna Zhang, Yang Wang, Mao Yang

HotMobile'22 | March 2022

Publication

NeoMem: Hardware/Software Co-Design for CXL-Native Memory Tiering

Zhe Zhou, Yiqi Chen, Tao Zhang, Yang Wang, Ran Shu, Shuotao Xu, Peng Cheng, Lei Qu, Yongqiang Xiong, Jie Zhang, Guangyu Sun

2024 International Symposium on Microarchitecture | November 2024

Publication

VPTQ: Extreme Low-bit Vector Post-Training Quantization for Large Language Models

Yifei Liu, Jicheng Wen, Yang Wang, Shengyu Ye, Li Lyna Zhang, Ting Cao, Cheng Li, Mao Yang

November 2024

Publication Github

PIM-DL: Expanding the Applicability of Commodity DRAM-PIMs for Deep Learning via Algorithm-System Co-Optimization

Cong Li, Zhe Zhou, Yang Wang, Fan Yang, Ting Cao, Mao Yang, Yun Liang, Guangyu Sun

29th ACM International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS'24) | April 2024

Publication

LUT-NN: Empower Efficient Neural Network Inference with Centroid Learning and Table Lookup

Xiaohu Tang, Yang Wang, Ting Cao, Li Lyna Zhang, Qi Chen, Deng Cai, Yunxin Liu, Mao Yang

The 29th Annual International Conference On Mobile Computing And Networking (MobiCom'23) | October 2023

Microsoft Research Focus http://approjects.co.za/?big=en-us/research/blog/research-focus-week-of-november-8-2023/

Publication Project

Towards Efficient Vision Transformer Inference: A First Study of Transformers on Mobile Devices

Xudong Wang, Li Lyna Zhang, Yang Wang, Mao Yang

HotMobile'22 | March 2022

Publication