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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

(De)Randomized Smoothing for Certifiable Defense against Patch Attacks NIPS 2020
Fast Adversarial Robustness Certification of Nearest Prototype Classifiers for Arbitrary Seminorms NIPS 2020
What It Thinks Is Important Is Important: Robustness Transfers Through Input Gradients CVPR 2020
Parameterized Rate-Distortion Stochastic Encoder ICML 2020
Curse of Dimensionality on Randomized Smoothing for Certifiable Robustness ICML 2020
Puzzle Mix: Exploiting Saliency and Local Statistics for Optimal Mixup ICML 2020
Efficiently Learning Adversarially Robust Halfspaces with Noise ICML 2020
Benchmarking Adversarial Robustness on Image Classification CVPR 2020
Regularized Optimal Transport is Ground Cost Adversarial ICML 2020
Understanding and Improving Fast Adversarial Training NIPS 2020
Multi-way Encoding for Robustness WACV 2020
Adversarial Robustness via Runtime Masking and Cleansing ICML 2020
Defense Through Diverse Directions ICML 2020
A Self-supervised Approach for Adversarial Robustness CVPR 2020
Towards Robust Image Classification Using Sequential Attention Models CVPR 2020
Robustness of Autoencoders for Anomaly Detection Under Adversarial Impact IJCAI 2020
Efficient Verification of ReLU-Based Neural Networks via Dependency Analysis AAAI 2020
Adversarial Robustness Against the Union of Multiple Perturbation Models ICML 2020
Robust Design of Deep Neural Networks Against Adversarial Attacks Based on Lyapunov Theory CVPR 2020
Fastened CROWN: Tightened Neural Network Robustness Certificates AAAI 2020
A General Method for Robust Learning from Batches NIPS 2020
Graph Information Bottleneck NIPS 2020
Protecting Neural Networks with Hierarchical Random Switching: Towards Better Robustness-Accuracy Trade-off for Stochastic Defenses IJCAI 2019
Provably robust boosted decision stumps and trees against adversarial attacks NIPS 2019
Human Uncertainty Makes Classification More Robust ICCV 2019