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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

Leveraging BERT with Mixup for Sentence Classification (Student Abstract) AAAI 2020
Interpolation between Residual and Non-Residual Networks ICML 2020
Robustness Certificates for Sparse Adversarial Attacks by Randomized Ablation AAAI 2020
Robust Pre-Training by Adversarial Contrastive Learning NIPS 2020
Random Smoothing Might be Unable to Certify $\ell_\infty$ Robustness for High-Dimensional Images JMLR 2020
Adversarial Training is a Form of Data-dependent Operator Norm Regularization NIPS 2020
Reducing Adversarially Robust Learning to Non-Robust PAC Learning NIPS 2020
Certifai: A Toolkit for Building Trust in AI Systems IJCAI 2020
x-Vectors Meet Adversarial Attacks: Benchmarking Adversarial Robustness in Speaker Verification INTERSPEECH 2020
On Lp-norm Robustness of Ensemble Decision Stumps and Trees ICML 2020
Auxiliary Training: Towards Accurate and Robust Models CVPR 2020
Improving Robustness of Deep-Learning-Based Image Reconstruction ICML 2020
Efficient Proximal Mapping of the 1-path-norm of Shallow Networks ICML 2020
CAG: A Real-Time Low-Cost Enhanced-Robustness High-Transferability Content-Aware Adversarial Attack Generator AAAI 2020
Adversarially Robust Distillation AAAI 2020
Adversarial Robustness Guarantees for Classification with Gaussian Processes AISTATS 2020
Entropy Minimization In Emergent Languages ICML 2020
Sharp Statistical Guaratees for Adversarially Robust Gaussian Classification ICML 2020
When are Non-Parametric Methods Robust? ICML 2020
Adversarial Learning Guarantees for Linear Hypotheses and Neural Networks ICML 2020
Adversarial Robustness for Code ICML 2020
SAFER: A Structure-free Approach for Certified Robustness to Adversarial Word Substitutions ACL 2020
Deep Architecture Enhancing Robustness to Noise, Adversarial Attacks, and Cross-Corpus Setting for Speech Emotion Recognition INTERSPEECH 2020
Understanding Generalization in Neural Networks for Robustness against Adversarial Vulnerabilities AAAI 2020
The Complexity of Adversarially Robust Proper Learning of Halfspaces with Agnostic Noise NIPS 2020