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adversarial robustness

1335 papers

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Also known as

UAP PAR ADV AR

Co-occurring keywords

adversarial training (1261) adversarial attack (1599) neural network (6616) adversarial example (563) adversarial learning (1592) model robustness (478) adversarial defense (324) large language model (12755) certified robustness (116) adversarial perturbation (376)

Papers

3DeformRS: Certifying Spatial Deformations on Point Clouds CVPR 2022
If you’ve trained one you’ve trained them all: inter-architecture similarity increases with robustness UAI 2022
Robustness and Accuracy Could Be Reconcilable by (Proper) Definition ICML 2022
Coordinated Attacks against Contextual Bandits: Fundamental Limits and Defense Mechanisms ICML 2022
Demystifying the Adversarial Robustness of Random Transformation Defenses ICML 2022
Understanding Robust Overfitting of Adversarial Training and Beyond ICML 2022
Investigating Why Contrastive Learning Benefits Robustness against Label Noise ICML 2022
Data-Efficient Double-Win Lottery Tickets from Robust Pre-training ICML 2022
Adversarially Robust Models may not Transfer Better: Sufficient Conditions for Domain Transferability from the View of Regularization ICML 2022
Bayesian Learning with Information Gain Provably Bounds Risk for a Robust Adversarial Defense ICML 2022
Improving Adversarial Robustness via Mutual Information Estimation ICML 2022
Provably Adversarially Robust Nearest Prototype Classifiers ICML 2022
ROSE: Robust Selective Fine-tuning for Pre-trained Language Models EMNLP 2022
Beyond Model Interpretability: On the Faithfulness and Adversarial Robustness of Contrastive Textual Explanations EMNLP 2022
Robust Combination of Distributed Gradients Under Adversarial Perturbations CVPR 2022
MockingBERT: A Method for Retroactively Adding Resilience to NLP Models COLING 2022
Reverse Engineering $\ell_p$ attacks: A block-sparse optimization approach with recovery guarantees ICML 2022
Metric-Fair Active Learning ICML 2022
Critical Perspectives: A Benchmark Revealing Pitfalls in PerspectiveAPI EMNLP 2022
Give Me Your Attention: Dot-Product Attention Considered Harmful for Adversarial Patch Robustness CVPR 2022
Learning Invariant Representation Improves Robustness for MRC Models EMNLP 2022
LyaNet: A Lyapunov Framework for Training Neural ODEs ICML 2022
LCANets: Lateral Competition Improves Robustness Against Corruption and Attack ICML 2022
Benefits of Overparameterized Convolutional Residual Networks: Function Approximation under Smoothness Constraint ICML 2022
Evaluating the Adversarial Robustness of Adaptive Test-time Defenses ICML 2022