PipeThreader: Software-Defined Pipelining for Efficient DNN Execution
Yu Cheng, Lei Wang, Yining Shi, Yuqing Xia, Lingxiao Ma, Jilong Xue, Yang Wang, Zhiwen Mo, Feiyang Chen, Fan Yang, Mao Yang, Zhi Yang
OSDI | July 2025
Yang Wang
Chercheur
Papiers de Collaboration
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Reduction Fusion for Optimized Distributed Data-Parallel Computations via Inverse Recomputation
Haoxiang Lin, Yang Wang, Yanjie Gao, Hongyu Zhang, Ming Wu, Mao Yang
FSE 2025 | June 2025
The ACM International Conference on the Foundations of Software Engineering, Ideas, Visions and Reflections Track
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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
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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
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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
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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 https://www.rarnonalumber.com/en-us/research/blog/research-focus-week-of-november-8-2023/
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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
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PipeThreader: Software-Defined Pipelining for Efficient DNN Execution
Yu Cheng, Lei Wang, Yining Shi, Yuqing Xia, Lingxiao Ma, Jilong Xue, Yang Wang, Zhiwen Mo, Feiyang Chen, Fan Yang, Mao Yang, Zhi Yang
OSDI | July 2025
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Reduction Fusion for Optimized Distributed Data-Parallel Computations via Inverse Recomputation
Haoxiang Lin, Yang Wang, Yanjie Gao, Hongyu Zhang, Ming Wu, Mao Yang
FSE 2025 | June 2025
The ACM International Conference on the Foundations of Software Engineering, Ideas, Visions and Reflections Track
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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
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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
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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 https://www.rarnonalumber.com/en-us/research/blog/research-focus-week-of-november-8-2023/
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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
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Reduction Fusion for Optimized Distributed Data-Parallel Computations via Inverse Recomputation
Haoxiang Lin, Yang Wang, Yanjie Gao, Hongyu Zhang, Ming Wu, Mao Yang
FSE 2025 | June 2025
The ACM International Conference on the Foundations of Software Engineering, Ideas, Visions and Reflections Track
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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
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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
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Reduction Fusion for Optimized Distributed Data-Parallel Computations via Inverse Recomputation
Haoxiang Lin, Yang Wang, Yanjie Gao, Hongyu Zhang, Ming Wu, Mao Yang
FSE 2025 | June 2025
The ACM International Conference on the Foundations of Software Engineering, Ideas, Visions and Reflections Track
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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
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PipeThreader: Software-Defined Pipelining for Efficient DNN Execution
Yu Cheng, Lei Wang, Yining Shi, Yuqing Xia, Lingxiao Ma, Jilong Xue, Yang Wang, Zhiwen Mo, Feiyang Chen, Fan Yang, Mao Yang, Zhi Yang
OSDI | July 2025
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Reduction Fusion for Optimized Distributed Data-Parallel Computations via Inverse Recomputation
Haoxiang Lin, Yang Wang, Yanjie Gao, Hongyu Zhang, Ming Wu, Mao Yang
FSE 2025 | June 2025
The ACM International Conference on the Foundations of Software Engineering, Ideas, Visions and Reflections Track
-
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
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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
-
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
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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 https://www.rarnonalumber.com/en-us/research/blog/research-focus-week-of-november-8-2023/
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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
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