Adversarial Learning

Compositional Targeted Multi-Label Universal Perturbations CVPR 2025 Con Instruction: Universal Jailbreaking of Multimodal Large Language Models via Non-Textual Modalities ACL 2025 Contrasting Adversarial Perturbations: The Space of Harmless Perturbations AAAI 2025 Crossfire: An Elastic Defense Framework for Graph Neural Networks Under Bit Flip Attacks AAAI 2025 Cross-Modal Stealth: A Coarse-to-Fine Attack Framework for RGB-T Tracker AAAI 2025 Dagger Behind Smile: Fool LLMs with a Happy Ending Story EMNLP 2025 DAMAGE: Detecting Adversarially Modified AI Generated Text COLING 2025 DAMON: A Dialogue-Aware MCTS Framework for Jailbreaking Large Language Models EMNLP 2025 Data-Driven and Stealthy Deactivation of Safety Filters L4DC 2025 Data-free Universal Adversarial Perturbation with Pseudo-semantic Prior CVPR 2025 Data-Free Universal Attack by Exploiting the Intrinsic Vulnerability of Deep Models AAAI 2025 DCT-Shield: A Robust Frequency Domain Defense against Malicious Image Editing ICCV 2025 Defending Speech-enabled LLMs Against Adversarial Jailbreak Threats Interspeech 2025 Defense Against Prompt Injection Attack by Leveraging Attack Techniques ACL 2025 Detecting Adversarial Data Using Perturbation Forgery CVPR 2025 DiffPAD: Denoising Diffusion-Based Adversarial Patch Decontamination WACV 2025 Distraction is All You Need for Multimodal Large Language Model Jailbreaking CVPR 2025 Distributional Adversarial Loss AISTATS 2025 Divide and Conquer: Heterogeneous Noise Integration for Diffusion-based Adversarial Purification CVPR 2025 Does Knowing More Make You Easier to Trick? Adversarial Robustness of Multi-Target Regression AAAI 2025 Doppelgangers and Adversarial Vulnerability CVPR 2025 Edit Away and My Face Will not Stay: Personal Biometric Defense against Malicious Generative Editing CVPR 2025 Efficient but Vulnerable: Benchmarking and Defending LLM Batch Prompting Attack ACL 2025 Efficient Image-to-Image Diffusion Classifier for Adversarial Robustness AAAI 2025 Efficient Optimization Algorithms for Linear Adversarial Training AISTATS 2025