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

Chrome logo  Add to Chrome

Firefox logo Add to Firefox

Concept-based Explanations for Out-Of-Distribution Detectors



Jihye Choi , Jayaram Raghuram , Ryan Feng , Jiefeng Chen , Somesh Jha , Atul Prakash

* 19 pages, 9 figures 

   Access Paper or Ask Questions

Towards Efficiently Evaluating the Robustness of Deep Neural Networks in IoT Systems: A GAN-based Method



Tao Bai , Jun Zhao , Jinlin Zhu , Shoudong Han , Jiefeng Chen , Bo Li , Alex Kot

* arXiv admin note: text overlap with arXiv:2002.02196 

   Access Paper or Ask Questions

Towards Evaluating the Robustness of Neural Networks Learned by Transduction



Jiefeng Chen , Xi Wu , Yang Guo , Yingyu Liang , Somesh Jha

* arXiv admin note: substantial text overlap with arXiv:2106.08387 

   Access Paper or Ask Questions

Detecting Errors and Estimating Accuracy on Unlabeled Data with Self-training Ensembles



Jiefeng Chen , Frederick Liu , Besim Avci , Xi Wu , Yingyu Liang , Somesh Jha


   Access Paper or Ask Questions

Towards Adversarial Robustness via Transductive Learning



Jiefeng Chen , Yang Guo , Xi Wu , Tianqi Li , Qicheng Lao , Yingyu Liang , Somesh Jha


   Access Paper or Ask Questions

Robust Out-of-distribution Detection via Informative Outlier Mining



Jiefeng Chen , Yixuan Li , Xi Wu , Yingyu Liang , Somesh Jha


   Access Paper or Ask Questions

Representation Bayesian Risk Decompositions and Multi-Source Domain Adaptation



Xi Wu , Yang Guo , Jiefeng Chen , Yingyu Liang , Somesh Jha , Prasad Chalasani

* 25 pages, 6 figures 

   Access Paper or Ask Questions

Robust Out-of-distribution Detection for Neural Networks



Jiefeng Chen , Yixuan Li , Xi Wu , Yingyu Liang , Somesh Jha


   Access Paper or Ask Questions

Robust Out-of-distribution Detection in Neural Networks



Jiefeng Chen , Yixuan Li , Xi Wu , Yingyu Liang , Somesh Jha


   Access Paper or Ask Questions

Query-Efficient Physical Hard-Label Attacks on Deep Learning Visual Classification



Ryan Feng , Jiefeng Chen , Nelson Manohar , Earlence Fernandes , Somesh Jha , Atul Prakash


   Access Paper or Ask Questions

1
2
>>