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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

Towards Robustness of Deep Neural Networks via Regularization ICCV 2021
Adversarially Robust Change Point Detection NIPS 2021
Collaborative Learning in the Jungle (Decentralized, Byzantine, Heterogeneous, Asynchronous and Nonconvex Learning) NIPS 2021
How Should Pre-Trained Language Models Be Fine-Tuned Towards Adversarial Robustness? NIPS 2021
Random Noise Defense Against Query-Based Black-Box Attacks NIPS 2021
Probabilistic Margins for Instance Reweighting in Adversarial Training NIPS 2021
Data Augmentation Can Improve Robustness NIPS 2021
Completing the Picture: Randomized Smoothing Suffers from the Curse of Dimensionality for a Large Family of Distributions AISTATS 2021
ScaleCert: Scalable Certified Defense against Adversarial Patches with Sparse Superficial Layers NIPS 2021
Efficient Certification of Spatial Robustness AAAI 2021
Token-Aware Virtual Adversarial Training in Natural Language Understanding AAAI 2021
Making Paper Reviewing Robust to Bid Manipulation Attacks ICML 2021
Query Complexity of Adversarial Attacks ICML 2021
How Robust are Model Rankings : A Leaderboard Customization Approach for Equitable Evaluation AAAI 2021
Provably Secure Federated Learning against Malicious Clients AAAI 2021
Reinforcement Based Learning on Classification Task Yields Better Generalization and Adversarial Accuracy (Student Abstract) AAAI 2021
Mind the Box: $l_1$-APGD for Sparse Adversarial Attacks on Image Classifiers ICML 2021
Sample Complexity of Robust Linear Classification on Separated Data ICML 2021
Lower Bounds on Cross-Entropy Loss in the Presence of Test-time Adversaries ICML 2021
Towards a more Robust Evaluation for Conversational Question Answering ACL 2021
Fast and Scalable Adversarial Training of Kernel SVM via Doubly Stochastic Gradients AAAI 2021
MVP-BERT: Multi-Vocab Pre-training for Chinese BERT ACL 2021
OpenAttack: An Open-source Textual Adversarial Attack Toolkit ACL 2021
Uncertainty-Matching Graph Neural Networks to Defend Against Poisoning Attacks AAAI 2021
Kernel-convoluted Deep Neural Networks with Data Augmentation AAAI 2021