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Adversarial Learning

1235 directly classified papers

Papers per year

Papers

GSmooth: Certified Robustness against Semantic Transformations via Generalized Randomized Smoothing ICML 2022
Fast and Reliable Evaluation of Adversarial Robustness with Minimum-Margin Attack ICML 2022
Rethinking Image-Scaling Attacks: The Interplay Between Vulnerabilities in Machine Learning Systems ICML 2022
Robust Models Are More Interpretable Because Attributions Look Normal ICML 2022
Detecting Adversarial Examples Is (Nearly) As Hard As Classifying Them ICML 2022
Reverse Engineering $\ell_p$ attacks: A block-sparse optimization approach with recovery guarantees ICML 2022
LCANets: Lateral Competition Improves Robustness Against Corruption and Attack ICML 2022
Demystifying the Adversarial Robustness of Random Transformation Defenses ICML 2022
Automatic Fake News Detection: Are current models “fact-checking” or“gut-checking”? ACL 2022
“That Is a Suspicious Reaction!”: Interpreting Logits Variation to Detect NLP Adversarial Attacks ACL 2022
Audio Anti-spoofing Using Simple Attention Module and Joint Optimization Based on Additive Angular Margin Loss and Meta-learning INTERSPEECH 2022
Adversarial Knowledge Distillation For Robust Spoken Language Understanding INTERSPEECH 2022
A Universal Identity Backdoor Attack against Speaker Verification based on Siamese Network INTERSPEECH 2022
Adversarial Reweighting for Speaker Verification Fairness INTERSPEECH 2022
When Adversarial Training Meets Vision Transformers: Recipes from Training to Architecture NIPS 2022
Foiling Training-Time Attacks on Neural Machine Translation Systems EMNLP 2022
Discriminative Adversarial Learning for Speaker Independent Emotion Recognition INTERSPEECH 2022
Making Adversarial Examples More Transferable and Indistinguishable AAAI 2022
Blindfolded Attackers Still Threatening: Strict Black-Box Adversarial Attacks on Graphs AAAI 2022
Robust Heterogeneous Graph Neural Networks against Adversarial Attacks AAAI 2022
Combating Adversaries with Anti-adversaries AAAI 2022
DeformRS: Certifying Input Deformations with Randomized Smoothing AAAI 2022
Sparse-RS: A Versatile Framework for Query-Efficient Sparse Black-Box Adversarial Attacks AAAI 2022
Expose Backdoors on the Way: A Feature-Based Efficient Defense against Textual Backdoor Attacks EMNLP 2022
TASA: Deceiving Question Answering Models by Twin Answer Sentences Attack EMNLP 2022