Adversarial Learning

Robustness Verification of Multi-Class Tree Ensembles AAAI 2024 Robust Neural Contextual Bandit against Adversarial Corruptions NeurIPS 2024 Robust Nonparametric Regression under Poisoning Attack AAAI 2024 Robust Overfitting Does Matter: Test-Time Adversarial Purification With FGSM CVPR 2024 Robust Prompt Optimization for Defending Language Models Against Jailbreaking Attacks NeurIPS 2024 Robust Safety Classifier Against Jailbreaking Attacks: Adversarial Prompt Shield NAACL 2024 Robust Text Classification: Analyzing Prototype-Based Networks EMNLP 2024 RODEO: Robust Outlier Detection via Exposing Adaptive Out-of-Distribution Samples ICML 2024 Safeguarding Fraud Detection from Attacks: A Robust Graph Learning Approach IJCAI 2024 Safety Alignment in NLP Tasks: Weakly Aligned Summarization as an In-Context Attack ACL 2024 Sample-efficient Adversarial Imitation Learning JMLR 2024 Scaling Behavior of Machine Translation with Large Language Models under Prompt Injection Attacks EACL 2024 Securing Multi-turn Conversational Language Models From Distributed Backdoor Attacks EMNLP 2024 SeD: Semantic-Aware Discriminator for Image Super-Resolution CVPR 2024 Self-Supervised Adversarial Training via Diverse Augmented Queries and Self-Supervised Double Perturbation NeurIPS 2024 Semantic-Aware Multi-Label Adversarial Attacks CVPR 2024 Semantic-Preserving Adversarial Example Attack against BERT NAACL 2024 Semantic Sensitivities and Inconsistent Predictions: Measuring the Fragility of NLI Models EACL 2024 SemRoDe: Macro Adversarial Training to Learn Representations that are Robust to Word-Level Attacks NAACL 2024 Shadowcast: Stealthy Data Poisoning Attacks Against Vision-Language Models NeurIPS 2024 Sharpness-Aware Data Poisoning Attack ICLR 2024 Sharpness-Aware Model-Agnostic Long-Tailed Domain Generalization AAAI 2024 Shortcuts Arising from Contrast: Towards Effective and Lightweight Clean-Label Attacks in Prompt-Based Learning EMNLP 2024 Signer Diversity-driven Data Augmentation for Signer-Independent Sign Language Translation NAACL 2024 SimAC: A Simple Anti-Customization Method for Protecting Face Privacy against Text-to-Image Synthesis of Diffusion Models CVPR 2024