Adversarial Learning

Learning to Manipulate Under Limited Information AAAI 2025 Leveraging Spatial Invariance to Boost Adversarial Transferability ICCV 2025 LLM-based Adversarial Dataset Augmentation for Automatic Media Bias Detection NAACL 2025 LLMs know their vulnerabilities: Uncover Safety Gaps through Natural Distribution Shifts ACL 2025 LLM Stinger: Jailbreaking LLMs Using RL Fine-Tuned LLMs (Student Abstract) AAAI 2025 Logarithmic Width Suffices for Robust Memorization COLT 2025 LogicNet: A Logical Consistency Embedded Face Attribute Learning Network WACV 2025 Long-tailed Adversarial Training with Self-Distillation ICLR 2025 Low-Frequency Black-Box Backdoor Attack via Evolutionary Algorithm WACV 2025 LPOI: Listwise Preference Optimization for Vision Language Models ACL 2025 MABR: Multilayer Adversarial Bias Removal Without Prior Bias Knowledge AAAI 2025 Making Every Step Effective: Jailbreaking Large Vision-Language Models Through Hierarchical KV Equalization EMNLP 2025 MCGAN: Enhancing GAN Training with Regression-Based Generator Loss AAAI 2025 Membership Inference Attacks with False Discovery Rate Control ICCV 2025 Meme Trojan: Backdoor Attacks Against Hateful Meme Detection via Cross-Modal Triggers AAAI 2025 Merge Hijacking: Backdoor Attacks to Model Merging of Large Language Models ACL 2025 Mind the Cost of Scaffold! Benign Clients May Even Become Accomplices of Backdoor Attack ICCV 2025 Mind the Gap: Detecting Black-box Adversarial Attacks in the Making through Query Update Analysis CVPR 2025 MiniMal: Hard-Label Adversarial Attack Against Static Malware Detection with Minimal Perturbation IJCAI 2025 Minimizing Queries, Maximizing Impact: Adaptive Score-Based Attack and Defense for Sentiment Analysis IJCNLP 2025 Misclassification-driven Fingerprinting for DNNs Using Frequency-aware GANs IJCAI 2025 Mitigating Catastrophic Overfitting in Fast Adversarial Training via Label Information Elimination ICCV 2025 Mitigating Feature Gap for Adversarial Robustness by Feature Disentanglement AAAI 2025 Mitigating Hallucinated Translations in Large Language Models with Hallucination-focused Preference Optimization NAACL 2025 Mitigating Interviewer Bias in Multimodal Depression Detection: An Approach with Adversarial Learning and Contextual Positional Encoding EMNLP 2025