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

 Add to Chrome

 Add to Firefox

CatalyzeX Code Finder - Browser extension linking code for ML papers across the web! | Product Hunt Embed
FLTrust: Byzantine-robust Federated Learning via Trust Bootstrapping

Dec 27, 2020
Xiaoyu Cao, Minghong Fang, Jia Liu, Neil Zhenqiang Gong

* To appear in NDSS 2021 

  Access Paper or Ask Questions

Certified Robustness of Nearest Neighbors against Data Poisoning Attacks

Dec 07, 2020
Jinyuan Jia, Xiaoyu Cao, Neil Zhenqiang Gong


  Access Paper or Ask Questions

Almost Tight L0-norm Certified Robustness of Top-k Predictions against Adversarial Perturbations

Nov 15, 2020
Jinyuan Jia, Binghui Wang, Xiaoyu Cao, Hongbin Liu, Neil Zhenqiang Gong


  Access Paper or Ask Questions

Intrinsic Certified Robustness of Bagging against Data Poisoning Attacks

Sep 04, 2020
Jinyuan Jia, Xiaoyu Cao, Neil Zhenqiang Gong


  Access Paper or Ask Questions

On Certifying Robustness against Backdoor Attacks via Randomized Smoothing

Feb 26, 2020
Binghui Wang, Xiaoyu Cao, Jinyuan jia, Neil Zhenqiang Gong


  Access Paper or Ask Questions

Certified Robustness of Community Detection against Adversarial Structural Perturbation via Randomized Smoothing

Feb 09, 2020
Jinyuan Jia, Binghui Wang, Xiaoyu Cao, Neil Zhenqiang Gong

* Accepted by WWW'20; This is technical report version 

  Access Paper or Ask Questions

Certified Robustness for Top-k Predictions against Adversarial Perturbations via Randomized Smoothing

Dec 20, 2019
Jinyuan Jia, Xiaoyu Cao, Binghui Wang, Neil Zhenqiang Gong

* ICLR 2020, code is available at this: https://github.com/jjy1994/Certify_Topk 

  Access Paper or Ask Questions

Local Model Poisoning Attacks to Byzantine-Robust Federated Learning

Nov 26, 2019
Minghong Fang, Xiaoyu Cao, Jinyuan Jia, Neil Zhenqiang Gong

* The paper was submitted to Usenix Security Symposium in February 2019 and will appear in Usenix Security Symposium 2020 

  Access Paper or Ask Questions

IPGuard: Protecting the Intellectual Property of Deep Neural Networks via Fingerprinting the Classification Boundary

Oct 30, 2019
Xiaoyu Cao, Jinyuan Jia, Neil Zhenqiang Gong


  Access Paper or Ask Questions

Mitigating Evasion Attacks to Deep Neural Networks via Region-based Classification

Jan 11, 2018
Xiaoyu Cao, Neil Zhenqiang Gong

* 33rd Annual Computer Security Applications Conference (ACSAC), 2017 

  Access Paper or Ask Questions