Adversarial Learning

Fundamental Tradeoffs between Invariance and Sensitivity to Adversarial Perturbations ICML 2020 Generalization to Mitigate Synonym Substitution Attacks EMNLP 2020 Generate (Non-Software) Bugs to Fool Classifiers AAAI 2020 Generating Adversarial Examples for Holding Robustness of Source Code Processing Models AAAI 2020 Generating Label Cohesive and Well-Formed Adversarial Claims EMNLP 2020 Greedy Attack and Gumbel Attack: Generating Adversarial Examples for Discrete Data JMLR 2020 GreedyFool: Distortion-Aware Sparse Adversarial Attack NeurIPS 2020 Heuristic Black-Box Adversarial Attacks on Video Recognition Models AAAI 2020 I Am Guessing You Can't Recognize This: Generating Adversarial Images for Object Detection Using Spatial Commonsense (Student Abstract) AAAI 2020 ILFO: Adversarial Attack on Adaptive Neural Networks CVPR 2020 Improving the Speaker Identity of Non-Parallel Many-to-Many Voice Conversion with Adversarial Speaker Recognition Interspeech 2020 Inaudible Adversarial Perturbations for Targeted Attack in Speaker Recognition Interspeech 2020 Individual Fairness Revisited: Transferring Techniques from Adversarial Robustness IJCAI 2020 Is BERT Really Robust? A Strong Baseline for Natural Language Attack on Text Classification and Entailment AAAI 2020 Joint Character-Level Word Embedding and Adversarial Stability Training to Defend Adversarial Text AAAI 2020 Learn2Perturb: An End-to-End Feature Perturbation Learning to Improve Adversarial Robustness CVPR 2020 Learning Semantic-aware Normalization for Generative Adversarial Networks NeurIPS 2020 LG-GAN: Label Guided Adversarial Network for Flexible Targeted Attack of Point Cloud Based Deep Networks CVPR 2020 Make Up Your Mind! Adversarial Generation of Inconsistent Natural Language Explanations ACL 2020 ML-LOO: Detecting Adversarial Examples with Feature Attribution AAAI 2020 Modeling Biological Immunity to Adversarial Examples CVPR 2020 Multi-way Encoding for Robustness WACV 2020 Neural Network Control Policy Verification With Persistent Adversarial Perturbation ICML 2020 Old Is Gold: Redefining the Adversarially Learned One-Class Classifier Training Paradigm CVPR 2020 One Man's Trash Is Another Man's Treasure: Resisting Adversarial Examples by Adversarial Examples CVPR 2020