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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 Adversarially Robust Deep Image Denoising IJCAI 2022
Trap and Replace: Defending Backdoor Attacks by Trapping Them into an Easy-to-Replace Subnetwork NIPS 2022
Robustness Certification of Visual Perception Models via Camera Motion Smoothing CORL 2022
With False Friends Like These, Who Can Notice Mistakes? AAAI 2022
Constrained Gradient Descent: A Powerful and Principled Evasion Attack Against Neural Networks ICML 2022
Robust Models Are More Interpretable Because Attributions Look Normal ICML 2022
How Sampling Impacts the Robustness of Stochastic Neural Networks NIPS 2022
Adversarially Robust Stability Certificates can be Sample-Efficient L4DC 2022
Modeling Adversarial Noise for Adversarial Training ICML 2022
Certified Adversarial Robustness Under the Bounded Support Set ICML 2022
CoPur: Certifiably Robust Collaborative Inference via Feature Purification NIPS 2022
Unsupervised Robust Domain Adaptation Without Source Data WACV 2022
On Robust Multiclass Learnability NIPS 2022
Adversarially Robust Kernel Smoothing AISTATS 2022
Trading off Image Quality for Robustness is not Necessary with Regularized Deterministic Autoencoders NIPS 2022
Hindering Adversarial Attacks with Implicit Neural Representations ICML 2022
RoCBert: Robust Chinese Bert with Multimodal Contrastive Pretraining ACL 2022
On the Sensitivity and Stability of Model Interpretations in NLP ACL 2022
Distinguishing Non-natural from Natural Adversarial Samples for More Robust Pre-trained Language Model ACL 2022
Semantically Distributed Robust Optimization for Vision-and-Language Inference ACL 2022
Sibylvariant Transformations for Robust Text Classification ACL 2022
Robust Learning against Relational Adversaries NIPS 2022
FLVoogd: Robust And Privacy Preserving Federated Learning ACML 2022
GeoECG: Data Augmentation via Wasserstein Geodesic Perturbation for Robust Electrocardiogram Prediction MLHC 2022
Corruption-robust Offline Reinforcement Learning AISTATS 2022