no code implementations • 11 Mar 2024 • Jinxi Kuang, Jinyang Liu, JunJie Huang, Renyi Zhong, Jiazhen Gu, Lan Yu, Rui Tan, Zengyin Yang, Michael R. Lyu
We also share our experience in deploying COLA in our real-world cloud system, Cloud X.
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 • 18 Aug 2023 • Wenxuan Wang, Jingyuan Huang, Jen-tse Huang, Chang Chen, Jiazhen Gu, Pinjia He, Michael R. Lyu
Moreover, through retraining the models with the test cases generated by OASIS, the robustness of the moderation model can be improved without performance degradation.
1 code implementation • 20 Jul 2023 • Wenwei Gu, Jinyang Liu, Zhuangbin Chen, Jianping Zhang, Yuxin Su, Jiazhen Gu, Cong Feng, Zengyin Yang, Michael Lyu
Performance issues permeate large-scale cloud service systems, which can lead to huge revenue losses.
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 • 23 May 2023 • Wenxuan Wang, Jingyuan Huang, Chang Chen, Jiazhen Gu, Jianping Zhang, Weibin Wu, Pinjia He, Michael Lyu
To this end, content moderation software has been widely deployed on these platforms to detect and blocks toxic content.
1 code implementation • 21 May 2023 • Yuxuan Wan, Wenxuan Wang, Pinjia He, Jiazhen Gu, Haonan Bai, Michael Lyu
Particularly, it is hard to generate inputs that can comprehensively trigger potential bias due to the lack of data containing both social groups as well as biased properties.
no code implementations • 5 Sep 2019 • Jiazhen Gu, Huanlin Xu, Yangfan Zhou, Xin Wang, Hui Xu, Michael Lyu
Deep neural networks (DNNs) are shown to be promising solutions in many challenging artificial intelligence tasks.