Reliable learning in challenging environments
Authors: Maria-Florina Balcan, Steve Hanneke, Rattana Pukdee, Dravyansh Sharma | Published: 2023-04-06 | Updated: 2023-10-29
Robustness
Design of secure and robust cognitive system for malware detection
Authors: Sanket Shukla | Published: 2022-08-03
Morphence-2.0: Evasion-Resilient Moving Target Defense Powered by Out-of-Distribution Detection
Authors: Abderrahmen Amich, Ata Kaboudi, Birhanu Eshete | Published: 2022-06-15
On the explainable properties of 1-Lipschitz Neural Networks: An Optimal Transport Perspective
Authors: Mathieu Serrurier, Franck Mamalet, Thomas Fel, Louis Béthune, Thibaut Boissin | Published: 2022-06-14 | Updated: 2024-02-02
GSmooth: Certified Robustness against Semantic Transformations via Generalized Randomized Smoothing
Authors: Zhongkai Hao, Chengyang Ying, Yinpeng Dong, Hang Su, Jun Zhu, Jian Song | Published: 2022-06-09 | Updated: 2022-06-29
Building Robust Ensembles via Margin Boosting
Authors: Dinghuai Zhang, Hongyang Zhang, Aaron Courville, Yoshua Bengio, Pradeep Ravikumar, Arun Sai Suggala | Published: 2022-06-07
Improving Adversarial Robustness by Putting More Regularizations on Less Robust Samples
Authors: Dongyoon Yang, Insung Kong, Yongdai Kim | Published: 2022-06-07 | Updated: 2023-06-01
RORL: Robust Offline Reinforcement Learning via Conservative Smoothing
Authors: Rui Yang, Chenjia Bai, Xiaoteng Ma, Zhaoran Wang, Chongjie Zhang, Lei Han | Published: 2022-06-06 | Updated: 2022-10-22
A Vision Inspired Neural Network for Unsupervised Anomaly Detection in Unordered Data
Authors: Nassir Mohammad | Published: 2022-05-13
Designing ML-Resilient Locking at Register-Transfer Level
Authors: Dominik Sisejkovic, Luca Collini, Benjamin Tan, Christian Pilato, Ramesh Karri, Rainer Leupers | Published: 2022-03-10 | Updated: 2022-04-06