Ziyue Yang

Senior Researcher

Publications

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- Optimizing Large Language Model Training Using FP4 Quantization
  
  Ruizhe Wang, Yeyun Gong, Xiao Liu, Guoshuai Zhao, Ziyue Yang, Baining Guo, Zhengjun Zha, Peng Cheng
  
  ICML 2025 | January 2025
  
  DOI Publication Publication
- SuperBench: Improving Cloud AI Infrastructure Reliability with Proactive Validation
  
  Yifan Xiong, Yuting Jiang, Ziyue Yang, Lei Qu, Guoshuai Zhao, Shuguang Liu, Dong Zhong, Boris Pinzur, Jie Zhang, Yang Wang, Jithin Jose, Hossein Pourreza, Jeff Baxter, Kushal Datta, Prabhat Ram, Luke Melton, Joe Chau, Peng Cheng, Yongqiang Xiong, Lidong Zhou
  
  USENIX ATC | July 2024
  
  Best Paper Award
  
  Publication PDF Preprint
- SPFresh: Incremental In-Place Update for Billion-Scale Vector Search
  
  Yuming Xu, Hengyu Liang, Jin Li, Shuotao Xu, Qi Chen, Qianxi Zhang, Cheng Li , Ziyue Yang, Fan Yang, Yuqing Yang, Peng Cheng, Mao Yang
  
  SOSP'23 | October 2023
  
  Microsoft Research Blog
  
  https://www.rarnonalumber.com/en-us/research/blog/unified-database-laying-the-foundation-for-large-language-model-vertical-applications/
  
  Publication
- Tutel: Adaptive Mixture-of-Experts at Scale
  
  Changho Hwang, Wei Cui, Yifan Xiong, Ziyue Yang, Ze Liu, Han Hu, Zilong Wang, Rafael Salas, Jithin Jose, Prabhat Ram, Joe Chau, Peng Cheng, Fan Yang, Mao Yang, Yongqiang Xiong
  
  July 2022
  
  Publication
- Towards User-Defined SLA in Cloud Flash Storage
  
  Jinhao Fan, Ziyue Yang, Ran Shu, Peng Cheng, Yongqiang Xiong
  
  The 12th ACM SIGOPS Asia-Pacific Workshop on Systems | August 2021
  
  PDF Publication

- Optimizing Large Language Model Training Using FP4 Quantization
  
  Ruizhe Wang, Yeyun Gong, Xiao Liu, Guoshuai Zhao, Ziyue Yang, Baining Guo, Zhengjun Zha, Peng Cheng
  
  ICML 2025 | January 2025
  
  DOI Publication Publication
- SuperBench: Improving Cloud AI Infrastructure Reliability with Proactive Validation
  
  Yifan Xiong, Yuting Jiang, Ziyue Yang, Lei Qu, Guoshuai Zhao, Shuguang Liu, Dong Zhong, Boris Pinzur, Jie Zhang, Yang Wang, Jithin Jose, Hossein Pourreza, Jeff Baxter, Kushal Datta, Prabhat Ram, Luke Melton, Joe Chau, Peng Cheng, Yongqiang Xiong, Lidong Zhou
  
  USENIX ATC | July 2024
  
  Best Paper Award
  
  Publication PDF Preprint
- SPFresh: Incremental In-Place Update for Billion-Scale Vector Search
  
  Yuming Xu, Hengyu Liang, Jin Li, Shuotao Xu, Qi Chen, Qianxi Zhang, Cheng Li , Ziyue Yang, Fan Yang, Yuqing Yang, Peng Cheng, Mao Yang
  
  SOSP'23 | October 2023
  
  Microsoft Research Blog
  
  https://www.rarnonalumber.com/en-us/research/blog/unified-database-laying-the-foundation-for-large-language-model-vertical-applications/
  
  Publication
- Tutel: Adaptive Mixture-of-Experts at Scale
  
  Changho Hwang, Wei Cui, Yifan Xiong, Ziyue Yang, Ze Liu, Han Hu, Zilong Wang, Rafael Salas, Jithin Jose, Prabhat Ram, Joe Chau, Peng Cheng, Fan Yang, Mao Yang, Yongqiang Xiong
  
  July 2022
  
  Publication
- Towards User-Defined SLA in Cloud Flash Storage
  
  Jinhao Fan, Ziyue Yang, Ran Shu, Peng Cheng, Yongqiang Xiong
  
  The 12th ACM SIGOPS Asia-Pacific Workshop on Systems | August 2021
  
  PDF Publication

- Optimizing Large Language Model Training Using FP4 Quantization
  
  Ruizhe Wang, Yeyun Gong, Xiao Liu, Guoshuai Zhao, Ziyue Yang, Baining Guo, Zhengjun Zha, Peng Cheng
  
  ICML 2025 | January 2025
  
  DOI Publication Publication
- SuperBench: Improving Cloud AI Infrastructure Reliability with Proactive Validation
  
  Yifan Xiong, Yuting Jiang, Ziyue Yang, Lei Qu, Guoshuai Zhao, Shuguang Liu, Dong Zhong, Boris Pinzur, Jie Zhang, Yang Wang, Jithin Jose, Hossein Pourreza, Jeff Baxter, Kushal Datta, Prabhat Ram, Luke Melton, Joe Chau, Peng Cheng, Yongqiang Xiong, Lidong Zhou
  
  USENIX ATC | July 2024
  
  Best Paper Award
  
  Publication PDF Preprint
- SPFresh: Incremental In-Place Update for Billion-Scale Vector Search
  
  Yuming Xu, Hengyu Liang, Jin Li, Shuotao Xu, Qi Chen, Qianxi Zhang, Cheng Li , Ziyue Yang, Fan Yang, Yuqing Yang, Peng Cheng, Mao Yang
  
  SOSP'23 | October 2023
  
  Microsoft Research Blog
  
  https://www.rarnonalumber.com/en-us/research/blog/unified-database-laying-the-foundation-for-large-language-model-vertical-applications/
  
  Publication
- Tutel: Adaptive Mixture-of-Experts at Scale
  
  Changho Hwang, Wei Cui, Yifan Xiong, Ziyue Yang, Ze Liu, Han Hu, Zilong Wang, Rafael Salas, Jithin Jose, Prabhat Ram, Joe Chau, Peng Cheng, Fan Yang, Mao Yang, Yongqiang Xiong
  
  July 2022
  
  Publication
- Towards User-Defined SLA in Cloud Flash Storage
  
  Jinhao Fan, Ziyue Yang, Ran Shu, Peng Cheng, Yongqiang Xiong
  
  The 12th ACM SIGOPS Asia-Pacific Workshop on Systems | August 2021
  
  PDF Publication