Shan Lu

SR PRINCIPAL RESEARCH MANAGER

Publications

Afficher par:

CacheGen: Fast Context Loading for Language Model Applications via KV Cache Streaming

Yuhan Liu, Hanchen Li, Yihua Cheng, Siddhant Ray, Yuyang Huang, Qizheng Zhang, Kuntai Du, Jiayi Yao, Shan Lu, Ganesh Ananthanarayanan, Michael Maire, Henry Hoffmann, Ari Holtzman, Junchen Jiang

SIGCOMM | August 2024

Author's Version

ChameleonAPI: Automatic and Efficient Customization of Neural Networks for ML Applications

Yuhan Liu, Chengcheng Wan, Kuntai Du, Henry Hoffmann, Junchen Jiang, Shan Lu, Michael Maire, Shan Lu

OSDI 2024 | July 2024

Publication

A Tale of Two Paths: Toward a Hybrid Data Plane for Efficient Far-Memory Applications

Lei Chen, Shiafun Liu, Chenxi Wang, Haoran Ma, Yifan Qiao, Zhe Wang, Chenggang Wu, Youyou Lu, Xiaobing Feng, Huimin Cui, Shan Lu, Harry Xu

OSDI 2024 | June 2024

Publication

Keeper: Automated Testing and Fixing of Machine Learning Software

Chengcheng Wan, Shicheng Liu, Sophie Xie, Yuhan Liu, Henry Hoffmann, Michael Maire, Shan Lu

ACM Transactions on Software Engineering and Methodology | May 2024

Author's Version

ExChain: Exception Dependency Analysis for Root Cause Diagnosis

Ao Li, Shan Lu, Suman Nath, Rohan Padhye, Vyas Sekar

NSDI | April 2024

Publication Project
Run-Time Prevention of Software Integration Failures of Machine Learning APIs

Chengcheng Wan, Yuhan Liu, Kuntai Du, Henry Hoffmann, Junchen Jiang, Michael Maire, Shan Lu

OOPSLA | October 2023, Vol 7: pp. 264-291

DOI Publication

CacheGen: Fast Context Loading for Language Model Applications via KV Cache Streaming

Yuhan Liu, Hanchen Li, Yihua Cheng, Siddhant Ray, Yuyang Huang, Qizheng Zhang, Kuntai Du, Jiayi Yao, Shan Lu, Ganesh Ananthanarayanan, Michael Maire, Henry Hoffmann, Ari Holtzman, Junchen Jiang

SIGCOMM | August 2024

Author's Version

ChameleonAPI: Automatic and Efficient Customization of Neural Networks for ML Applications

Yuhan Liu, Chengcheng Wan, Kuntai Du, Henry Hoffmann, Junchen Jiang, Shan Lu, Michael Maire, Shan Lu

OSDI 2024 | July 2024

Publication

A Tale of Two Paths: Toward a Hybrid Data Plane for Efficient Far-Memory Applications

Lei Chen, Shiafun Liu, Chenxi Wang, Haoran Ma, Yifan Qiao, Zhe Wang, Chenggang Wu, Youyou Lu, Xiaobing Feng, Huimin Cui, Shan Lu, Harry Xu

OSDI 2024 | June 2024

Publication

Keeper: Automated Testing and Fixing of Machine Learning Software

Chengcheng Wan, Shicheng Liu, Sophie Xie, Yuhan Liu, Henry Hoffmann, Michael Maire, Shan Lu

ACM Transactions on Software Engineering and Methodology | May 2024

Author's Version

ExChain: Exception Dependency Analysis for Root Cause Diagnosis

Ao Li, Shan Lu, Suman Nath, Rohan Padhye, Vyas Sekar

NSDI | April 2024

Publication Project

Run-Time Prevention of Software Integration Failures of Machine Learning APIs

Chengcheng Wan, Yuhan Liu, Kuntai Du, Henry Hoffmann, Junchen Jiang, Michael Maire, Shan Lu

OOPSLA | October 2023, Vol 7: pp. 264-291

DOI Publication
CacheGen: Fast Context Loading for Language Model Applications via KV Cache Streaming

Yuhan Liu, Hanchen Li, Yihua Cheng, Siddhant Ray, Yuyang Huang, Qizheng Zhang, Kuntai Du, Jiayi Yao, Shan Lu, Ganesh Ananthanarayanan, Michael Maire, Henry Hoffmann, Ari Holtzman, Junchen Jiang

SIGCOMM | August 2024

Author's Version

ChameleonAPI: Automatic and Efficient Customization of Neural Networks for ML Applications

Yuhan Liu, Chengcheng Wan, Kuntai Du, Henry Hoffmann, Junchen Jiang, Shan Lu, Michael Maire, Shan Lu

OSDI 2024 | July 2024

Publication

Keeper: Automated Testing and Fixing of Machine Learning Software

Chengcheng Wan, Shicheng Liu, Sophie Xie, Yuhan Liu, Henry Hoffmann, Michael Maire, Shan Lu

ACM Transactions on Software Engineering and Methodology | May 2024

Author's Version

Run-Time Prevention of Software Integration Failures of Machine Learning APIs

Chengcheng Wan, Yuhan Liu, Kuntai Du, Henry Hoffmann, Junchen Jiang, Michael Maire, Shan Lu

OOPSLA | October 2023, Vol 7: pp. 264-291

DOI Publication
Keeper: Automated Testing and Fixing of Machine Learning Software

Chengcheng Wan, Shicheng Liu, Sophie Xie, Yuhan Liu, Henry Hoffmann, Michael Maire, Shan Lu

ACM Transactions on Software Engineering and Methodology | May 2024

Author's Version

Run-Time Prevention of Software Integration Failures of Machine Learning APIs

Chengcheng Wan, Yuhan Liu, Kuntai Du, Henry Hoffmann, Junchen Jiang, Michael Maire, Shan Lu

OOPSLA | October 2023, Vol 7: pp. 264-291

DOI Publication

CacheGen: Fast Context Loading for Language Model Applications via KV Cache Streaming

Yuhan Liu, Hanchen Li, Yihua Cheng, Siddhant Ray, Yuyang Huang, Qizheng Zhang, Kuntai Du, Jiayi Yao, Shan Lu, Ganesh Ananthanarayanan, Michael Maire, Henry Hoffmann, Ari Holtzman, Junchen Jiang

SIGCOMM | August 2024

Author's Version

ChameleonAPI: Automatic and Efficient Customization of Neural Networks for ML Applications

Yuhan Liu, Chengcheng Wan, Kuntai Du, Henry Hoffmann, Junchen Jiang, Shan Lu, Michael Maire, Shan Lu

OSDI 2024 | July 2024

Publication

A Tale of Two Paths: Toward a Hybrid Data Plane for Efficient Far-Memory Applications

Lei Chen, Shiafun Liu, Chenxi Wang, Haoran Ma, Yifan Qiao, Zhe Wang, Chenggang Wu, Youyou Lu, Xiaobing Feng, Huimin Cui, Shan Lu, Harry Xu

OSDI 2024 | June 2024

Publication

ExChain: Exception Dependency Analysis for Root Cause Diagnosis

Ao Li, Shan Lu, Suman Nath, Rohan Padhye, Vyas Sekar

NSDI | April 2024

Publication Project
Keeper: Automated Testing and Fixing of Machine Learning Software

Chengcheng Wan, Shicheng Liu, Sophie Xie, Yuhan Liu, Henry Hoffmann, Michael Maire, Shan Lu

ACM Transactions on Software Engineering and Methodology | May 2024

Author's Version

Run-Time Prevention of Software Integration Failures of Machine Learning APIs

Chengcheng Wan, Yuhan Liu, Kuntai Du, Henry Hoffmann, Junchen Jiang, Michael Maire, Shan Lu

OOPSLA | October 2023, Vol 7: pp. 264-291

DOI Publication

Shan Lu

Publications

CacheGen: Fast Context Loading for Language Model Applications via KV Cache Streaming

ChameleonAPI: Automatic and Efficient Customization of Neural Networks for ML Applications

A Tale of Two Paths: Toward a Hybrid Data Plane for Efficient Far-Memory Applications

Keeper: Automated Testing and Fixing of Machine Learning Software

ExChain: Exception Dependency Analysis for Root Cause Diagnosis

Run-Time Prevention of Software Integration Failures of Machine Learning APIs

CacheGen: Fast Context Loading for Language Model Applications via KV Cache Streaming

ChameleonAPI: Automatic and Efficient Customization of Neural Networks for ML Applications

A Tale of Two Paths: Toward a Hybrid Data Plane for Efficient Far-Memory Applications

Keeper: Automated Testing and Fixing of Machine Learning Software

ExChain: Exception Dependency Analysis for Root Cause Diagnosis

Run-Time Prevention of Software Integration Failures of Machine Learning APIs

CacheGen: Fast Context Loading for Language Model Applications via KV Cache Streaming

ChameleonAPI: Automatic and Efficient Customization of Neural Networks for ML Applications

Keeper: Automated Testing and Fixing of Machine Learning Software

Run-Time Prevention of Software Integration Failures of Machine Learning APIs

Keeper: Automated Testing and Fixing of Machine Learning Software

Run-Time Prevention of Software Integration Failures of Machine Learning APIs

CacheGen: Fast Context Loading for Language Model Applications via KV Cache Streaming

ChameleonAPI: Automatic and Efficient Customization of Neural Networks for ML Applications

A Tale of Two Paths: Toward a Hybrid Data Plane for Efficient Far-Memory Applications

ExChain: Exception Dependency Analysis for Root Cause Diagnosis

Keeper: Automated Testing and Fixing of Machine Learning Software

Run-Time Prevention of Software Integration Failures of Machine Learning APIs

Contact Shan Lu

Microsoft Research Lab – Redmond

Shan Lu

Publications

Publication Type

2024

2023

Filtre par zone de recherche

Systémes et réseaux

Intelligence artificielle

Langages de programmation et ingénierie logicielle

Publication Type

Inproceedings (Conference)

Article (Journal)