no code implementations • 27 Feb 2024 • JunJie Huang, Jinyang Liu, Zhuangbin Chen, Zhihan Jiang, Yichen Li, Jiazhen Gu, Cong Feng, Zengyin Yang, Yongqiang Yang, Michael R. Lyu
To date, FaultProfIT has analyzed 10, 000+ incidents from 30+ cloud services, successfully revealing several fault trends that have informed system improvements.
no code implementations • 22 Aug 2023 • Yun-Hin Chan, Rui Zhou, Running Zhao, Zhihan Jiang, Edith C. -H. Ngai
Federated learning (FL) inevitably confronts the challenge of system heterogeneity in practical scenarios.
no code implementations • 8 Jun 2023 • Jinyang Liu, JunJie Huang, Yintong Huo, Zhihan Jiang, Jiazhen Gu, Zhuangbin Chen, Cong Feng, Minzhi Yan, Michael R. Lyu
System logs play a critical role in maintaining the reliability of software systems.
no code implementations • 3 Apr 2023 • Yun-Hin Chan, Zhihan Jiang, Jing Deng, Edith C. -H. Ngai
In this study, we propose an FL method called Federated Intermediate Layers Learning (FedIN), supporting heterogeneous models without relying on any public dataset.