Adversarial Learning

A Unified, Resilient, and Explainable Adversarial Patch Detector CVPR 2025 AUTE: Peer-Alignment and Self-Unlearning Boost Adversarial Robustness for Training Ensemble Models AAAI 2025 Backdoor Attack on Propagation-based Rumor Detectors AAAI 2025 Backdoor Attacks Against No-Reference Image Quality Assessment Models via a Scalable Trigger AAAI 2025 Backdoor Attacks on Neural Networks via One-Bit Flip ICCV 2025 Battling Misinformation: An Empirical Study on Adversarial Factuality in Open-Source Large Language Models NAACL 2025 Beneath the Facade: Probing Safety Vulnerabilities in LLMs via Auto-Generated Jailbreak Prompts EMNLP 2025 Better Red Teaming via Searching with Large Language Model ACL 2025 Beyond Invisibility: Learning Robust Visible Watermarks for Stronger Copyright Protection UAI 2025 Black-Box Forgery Attacks on Semantic Watermarks for Diffusion Models CVPR 2025 Boosting Adversarial Transferability via Negative Hessian Trace Regularization ICCV 2025 Boosting Adversarial Transferability via Residual Perturbation Attack ICCV 2025 Boosting Fine-Grained Visual Anomaly Detection with Coarse-Knowledge-Aware Adversarial Learning AAAI 2025 Breaking Barriers in Physical-World Adversarial Examples: Improving Robustness and Transferability via Robust Feature AAAI 2025 Bridge 2D-3D: Uncertainty-aware Hierarchical Registration Network with Domain Alignment AAAI 2025 Bridging Robustness and Generalization Against Word Substitution Attacks in NLP via the Growth Bound Matrix Approach ACL 2025 Bypassing LLM Guardrails: An Empirical Analysis of Evasion Attacks against Prompt Injection and Jailbreak Detection Systems ACL 2025 CamoFA: A Learnable Fourier-Based Augmentation for Camouflage Segmentation WACV 2025 Can Indirect Prompt Injection Attacks Be Detected and Removed? ACL 2025 Can LLMs Deceive CLIP? Benchmarking Adversarial Compositionality of Pre-trained Multimodal Representation via Text Updates ACL 2025 Can't Slow Me Down: Learning Robust and Hardware-Adaptive Object Detectors against Latency Attacks for Edge Devices CVPR 2025 CAVGAN: Unifying Jailbreak and Defense of LLMs via Generative Adversarial Attacks on their Internal Representations ACL 2025 CBA: Backdoor Attack on Deep Speech Classification via Audio Compression Interspeech 2025 Chain of Attack: On the Robustness of Vision-Language Models Against Transfer-Based Adversarial Attacks CVPR 2025 Class-Conditioned Transformation for Enhanced Robust Image Classification WACV 2025