Five papers accepted for presentation at NeurIPS 2022
The following five papers have been accepted for presentaion at the Thirty-sixth Conference on Neural Information Processing Systems (external pageNeurIPS 2022):
Fine-tuning Language Models over Slow Networks using Activation Compression with Guarantees. Jue Wang, Binhang Yuan, Luka Rimanic, Yongjun He, Tri Dao, Beidi Chen, Christopher Re, Ce Zhang
Decentralized Training of Foundation Models in Heterogeneous Environments. Binhang Yuan, Yongjun He, Tianyi Zhang, Jared Quincy Davis, Tri Dao, Beidi Chen, Percy Liang, Christopher Re, Ce Zhang
VF-PS: How to Select Important Participants in Vertical Federated Learning, Efficiently and Securely? Jiawei Jiang, Lukas Burkhalter, Fangcheng Fu, Bo Li, Bolin Ding, Bo Du, Anwar Hithnawi, Ce Zhang
Improving Certified Robustness via Statistical Learning with Logical Reasoning. Zhuolin Yang, Zhikuan Zhao, Boxin Wang, Jiawei Zhang, Linyi Li, Hengzhi Pei, Bojan Karlaš, Ji Liu, Heng Guo, Ce Zhang, Bo Li
Certifying Some Distributional Fairness with Subpopulation Decomposition. Mintong Kang, Linyi Li, Maurice Weber, Yang Liu, Ce Zhang, Bo Li