Robustness

Characterizing Data Point Vulnerability as Average-Case Robustness UAI 2024 CR-UTP: Certified Robustness against Universal Text Perturbations on Large Language Models ACL 2024 Expressive Losses for Verified Robustness via Convex Combinations ICLR 2024 Fast Reliability Estimation for Neural Networks with Adversarial Attack-Driven Importance Sampling UAI 2024 Game-Theoretic Robust Reinforcement Learning Handles Temporally-Coupled Perturbations ICLR 2024 On the Robustness of Editing Large Language Models EMNLP 2024 PubDef: Defending Against Transfer Attacks From Public Models ICLR 2024 Quantifying the Sensitivity of Inverse Reinforcement Learning to Misspecification ICLR 2024 The Lipschitz-Variance-Margin Tradeoff for Enhanced Randomized Smoothing ICLR 2024 Theoretical Investigations and Practical Enhancements on Tail Task Risk Minimization in Meta Learning NeurIPS 2024 The power of an adversary in Glauber dynamics COLT 2024 Towards Robust Offline Reinforcement Learning under Diverse Data Corruption ICLR 2024 AGAIN: Adversarial Training With Attribution Span Enlargement and Hybrid Feature Fusion CVPR 2023 Certifiably Robust Policy Learning against Adversarial Multi-Agent Communication ICLR 2023 Lockdown: Backdoor Defense for Federated Learning with Isolated Subspace Training NeurIPS 2023 Probabilistically Robust Recourse: Navigating the Trade-offs between Costs and Robustness in Algorithmic Recourse ICLR 2023 Pushing the Accuracy-Group Robustness Frontier with Introspective Self-play ICLR 2023 Robust Image Classification via Using Multiple Diversity Losses ACML 2023 Squeeze Training for Adversarial Robustness ICLR 2023 Boosting Randomized Smoothing with Variance Reduced Classifiers ICLR 2022 COPA: Certifying Robust Policies for Offline Reinforcement Learning against Poisoning Attacks ICLR 2022 CROP: Certifying Robust Policies for Reinforcement Learning through Functional Smoothing ICLR 2022 Demystifying Limited Adversarial Transferability in Automatic Speech Recognition Systems ICLR 2022 Local Feature Swapping for Generalization in Reinforcement Learning ICLR 2022 On Robust Prefix-Tuning for Text Classification ICLR 2022