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certified robustness

116 papers

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Co-occurring keywords

adversarial robustness (1335) randomized smoothing (87) neural network (6616) adversarial defense (324) adversarial attack (1599) adversarial training (1261) interval bound propagation (14) robustness certification (47) adversarial perturbation (376) neural network verification (106)

Papers

Towards Certificated Model Robustness Against Weight Perturbations AAAI 2020
Regularized Training and Tight Certification for Randomized Smoothed Classifier with Provable Robustness AAAI 2020
Certified Robustness to Label-Flipping Attacks via Randomized Smoothing ICML 2020
Second-Order Provable Defenses against Adversarial Attacks ICML 2020
Wasserstein Smoothing: Certified Robustness against Wasserstein Adversarial Attacks AISTATS 2020
(De)Randomized Smoothing for Certifiable Defense against Patch Attacks NIPS 2020
Assessing Robustness of Text Classification through Maximal Safe Radius Computation EMNLP 2020
Certifying Confidence via Randomized Smoothing NIPS 2020
Consistency Regularization for Certified Robustness of Smoothed Classifiers NIPS 2020
Certified Adversarial Robustness via Randomized Smoothing ICML 2019
Unlabeled Data Improves Adversarial Robustness NIPS 2019
Provably Robust Deep Learning via Adversarially Trained Smoothed Classifiers NIPS 2019
Certified Robustness to Adversarial Word Substitutions EMNLP 2019
Tight Certificates of Adversarial Robustness for Randomly Smoothed Classifiers NIPS 2019
Certified Robustness to Adversarial Word Substitutions IJCNLP 2019
Towards Fast Computation of Certified Robustness for ReLU Networks ICML 2018