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robust generalization

41 papers

Papers

How Learning Dynamics Drive Adversarially Robust Generalization? UAI 2026 Primal-Dual Neural Algorithmic Reasoning ICML 2025 Benign Overfitting in Adversarial Training of Neural Networks ICML 2024 Bridging the Gap: Rademacher Complexity in Robust and Standard Generalization COLT 2024 Conserve-Update-Revise to Cure Generalization and Robustness Trade-off in Adversarial Training ICLR 2024 Mixture of Adversarial LoRAs: Boosting Robust Generalization in Meta-Tuning NeurIPS 2024 Self-Supervised Adversarial Training via Diverse Augmented Queries and Self-Supervised Double Perturbation NeurIPS 2024 Sharpness-diversity tradeoff: improving flat ensembles with SharpBalance NeurIPS 2024 Soften to Defend: Towards Adversarial Robustness via Self-Guided Label Refinement CVPR 2024 The Effectiveness of Random Forgetting for Robust Generalization ICLR 2024 The Price of Implicit Bias in Adversarially Robust Generalization NeurIPS 2024 Two Heads are Actually Better than One: Towards Better Adversarial Robustness via Transduction and Rejection ICML 2024 AGAIN: Adversarial Training With Attribution Span Enlargement and Hybrid Feature Fusion CVPR 2023 A Unified Framework for Robustness on Diverse Sampling Errors ICCV 2023 DISCO: Distilling Counterfactuals with Large Language Models ACL 2023 Exploring the Relationship Between Architectural Design and Adversarially Robust Generalization CVPR 2023 Fantastic Robustness Measures: The Secrets of Robust Generalization NeurIPS 2023 Generalist: Decoupling Natural and Robust Generalization CVPR 2023 Hypothetical Training for Robust Machine Reading Comprehension of Tabular Context ACL 2023 PAC-Bayesian Spectrally-Normalized Bounds for Adversarially Robust Generalization NeurIPS 2023 Robust Generalization Against Photon-Limited Corruptions via Worst-Case Sharpness Minimization CVPR 2023 Semi-supervised Semantics-guided Adversarial Training for Robust Trajectory Prediction ICCV 2023 Transformed Low-Rank Parameterization Can Help Robust Generalization for Tensor Neural Networks NeurIPS 2023 Why adversarial training can hurt robust accuracy ICLR 2023 Causally motivated shortcut removal using auxiliary labels AISTATS 2022