Adversarial Learning

Enhancing Adversarial Transferability with Adversarial Weight Tuning AAAI 2025 Enhancing LLM-Based Social Bot via an Adversarial Learning Framework EMNLP 2025 Enhancing Robustness in Incremental Learning with Adversarial Training AAAI 2025 Enhancing Security and Strengthening Defenses in Automated Short-Answer Grading Systems ACL 2025 Evading Toxicity Detection with ASCII-art: A Benchmark of Spatial Attacks on Moderation Systems ACL 2025 Evasion Attacks Against Bayesian Predictive Models UAI 2025 Everywhere Attack: Attacking Locally and Globally to Boost Targeted Transferability AAAI 2025 Exploiting Prompt-induced Confidence for Black-Box Attacks on LLMs EMNLP 2025 Exploring the Vulnerability of the Content Moderation Guardrail in Large Language Models via Intent Manipulation EMNLP 2025 FaceShield: Defending Facial Image against Deepfake Threats ICCV 2025 Failure Cases Are Better Learned But Boundary Says Sorry: Facilitating Smooth Perception Change for Accuracy-Robustness Trade-Off in Adversarial Training ICCV 2025 FastJSMA: Accelerating Jacobian-based Saliency Map Attacks through Gradient Decoupling ICCV 2025 Ferret: Faster and Effective Automated Red Teaming with Reward-Based Scoring Technique EMNLP 2025 First Line of Defense: A Robust First Layer Mitigates Adversarial Attacks AAAI 2025 From Allies to Adversaries: Manipulating LLM Tool-Calling through Adversarial Injection NAACL 2025 GOODLIAR: A Reinforcement Learning-Based Deceptive Agent for Disrupting LLM Beliefs on Foundational Principles ACL 2025 GRADA: Graph-based Reranking against Adversarial Documents Attack EMNLP 2025 Gradient Inversion Attacks on Parameter-Efficient Fine-Tuning CVPR 2025 Gradient-Reweighted Adversarial Camouflage for Physical Object Detection Evasion ICCV 2025 GraphemeAug: A Systematic Approach to Synthesized Hard Negative Keyword Spotting Examples Interspeech 2025 Graph of Attacks with Pruning: Optimizing Stealthy Jailbreak Prompt Generation for Enhanced LLM Content Moderation EMNLP 2025 Graph of Attacks with Pruning: Optimizing Stealthy Jailbreak Prompt. Generation for Enhanced LLM Content Moderation ACL 2025 GraphProt: Certified Black-Box Shielding Against Backdoored Graph Models IJCAI 2025 Guardrails and Security for LLMs: Safe, Secure and Controllable Steering of LLM Applications ACL 2025 Guiding Noisy Label Conditional Diffusion Models with Score-based Discriminator Correction ICCV 2025