Get our free extension to see links to code for papers anywhere online!

Chrome logo  Add to Chrome

Firefox logo Add to Firefox

Fairness in Federated Learning via Core-Stability


Nov 03, 2022
Bhaskar Ray Chaudhury, Linyi Li, Mintong Kang, Bo Li, Ruta Mehta

Add code

* NeurIPS 2022; code: https://openreview.net/attachment?id=lKULHf7oFDo&name=supplementary_material 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Robustness Certification of Visual Perception Models via Camera Motion Smoothing


Oct 04, 2022
Hanjiang Hu, Zuxin Liu, Linyi Li, Jiacheng Zhu, Ding Zhao

Add code

* CoRL 2022, 20 pages, 7 figures, 8 tables 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

CARE: Certifiably Robust Learning with Reasoning via Variational Inference


Sep 12, 2022
Jiawei Zhang, Linyi Li, Ce Zhang, Bo Li

Add code


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

General Cutting Planes for Bound-Propagation-Based Neural Network Verification


Aug 11, 2022
Huan Zhang, Shiqi Wang, Kaidi Xu, Linyi Li, Bo Li, Suman Jana, Cho-Jui Hsieh, J. Zico Kolter

Add code


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

FOCUS: Fairness via Agent-Awareness for Federated Learning on Heterogeneous Data


Jul 21, 2022
Wenda Chu, Chulin Xie, Boxin Wang, Linyi Li, Lang Yin, Han Zhao, Bo Li

Add code


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Double Sampling Randomized Smoothing


Jun 17, 2022
Linyi Li, Jiawei Zhang, Tao Xie, Bo Li

Add code

* ICML 2022; minor typos fixed compared to carema-ready version 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Can pruning improve certified robustness of neural networks?


Jun 17, 2022
Zhangheng Li, Tianlong Chen, Linyi Li, Bo Li, Zhangyang Wang

Add code


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Certifying Some Distributional Fairness with Subpopulation Decomposition


May 31, 2022
Mintong Kang, Linyi Li, Maurice Weber, Yang Liu, Ce Zhang, Bo Li

Add code

* 35 pages, 13 figures 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

COPA: Certifying Robust Policies for Offline Reinforcement Learning against Poisoning Attacks


Mar 16, 2022
Fan Wu, Linyi Li, Chejian Xu, Huan Zhang, Bhavya Kailkhura, Krishnaram Kenthapadi, Ding Zhao, Bo Li

Add code

* Published as a conference paper at ICLR 2022 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

SapientML: Synthesizing Machine Learning Pipelines by Learning from Human-Written Solutions


Feb 18, 2022
Ripon K. Saha, Akira Ura, Sonal Mahajan, Chenguang Zhu, Linyi Li, Yang Hu, Hiroaki Yoshida, Sarfraz Khurshid, Mukul R. Prasad

Add code

* Accepted to the Technical Track of ICSE 2022 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email
1
2
3
>>