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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

A Unified Analysis of Mixed Sample Data Augmentation: A Loss Function Perspective NIPS 2022
Evolution of Neural Tangent Kernels under Benign and Adversarial Training NIPS 2022
Hear No Evil: Towards Adversarial Robustness of Automatic Speech Recognition via Multi-Task Learning INTERSPEECH 2022
Towards Practical Control of Singular Values of Convolutional Layers NIPS 2022
A Closer Look at the Adversarial Robustness of Deep Equilibrium Models NIPS 2022
Can we Generalize and Distribute Private Representation Learning? AISTATS 2022
On the Adversarial Robustness of Mixture of Experts NIPS 2022
Defending Against Adversarial Attacks via Neural Dynamic System NIPS 2022
Why Robust Generalization in Deep Learning is Difficult: Perspective of Expressive Power NIPS 2022
Pre-trained Adversarial Perturbations NIPS 2022
Rethinking and Improving Robustness of Convolutional Neural Networks: a Shapley Value-based Approach in Frequency Domain NIPS 2022
Adversarial Learning from Crowds AAAI 2022
FedCC: Federated Learning with Consensus Confirmation for Byzantine Attack Resistance (Student Abstract) AAAI 2022
Individual Fairness Guarantees for Neural Networks IJCAI 2022
CAT: Customized Adversarial Training for Improved Robustness IJCAI 2022
Practical Evaluation of Adversarial Robustness via Adaptive Auto Attack CVPR 2022
A Closer Look at Embedding Propagation for Manifold Smoothing JMLR 2022
Randomized Message-Interception Smoothing: Gray-box Certificates for Graph Neural Networks NIPS 2022
On Adversarial Robustness of Trajectory Prediction for Autonomous Vehicles CVPR 2022
Adversarial Robustness is at Odds with Lazy Training NIPS 2022
Toward Robust Spiking Neural Network Against Adversarial Perturbation NIPS 2022
A2: Efficient Automated Attacker for Boosting Adversarial Training NIPS 2022
Explicit Tradeoffs between Adversarial and Natural Distributional Robustness NIPS 2022
Unlabeled Data Help: Minimax Analysis and Adversarial Robustness AISTATS 2022
Node Feature Kernels Increase Graph Convolutional Network Robustness AISTATS 2022