Safeguarding LLM Training at Scale: Online SDC Detection and Insights from 35 Million GPU Hours

Kinman Lei, Liyan Zheng, Xiang Li, Hongmin Chen, Yun Zhang, Gaohong Liu, Zuquan Song, Zixuan Ma, Zhiyu Xue, Minghui Yu, Shuguang Wang, Wencong Xiao, Haibin Lin, Yuyang Jin, Jidong Zhai, Bo Liu, Xin Liu
January, 2026
Cite URL
Type
Conference paper
Publication
20th USENIX Symposium on Operating Systems Design and Implementation, OSDI 2026, Seattle, WA, USA, July 13-15, 2026
Kinman Lei
Kinman Lei
Ph.D. Students
Liyan Zheng
Liyan Zheng
Ph.D. Student
Zixuan Ma
Zixuan Ma
Ph.D. Student
Zhiyu Xue
Zhiyu Xue
Ph.D. Student
Yuyang Jin
Yuyang Jin
Researcher
Jidong Zhai
Jidong Zhai
Professor
(长聘教授、博士生导师)