Adversarial Learning

MABR: Multilayer Adversarial Bias Removal Without Prior Bias Knowledge AAAI 2025 McCaD: Multi-Contrast MRI Conditioned Adaptive Adversarial Diffusion Model for High-Fidelity MRI Synthesis WACV 2025 Merge Hijacking: Backdoor Attacks to Model Merging of Large Language Models ACL 2025 Mind the Gap: Detecting Black-box Adversarial Attacks in the Making through Query Update Analysis CVPR 2025 Mind the Trojan Horse: Image Prompt Adapter Enabling Scalable and Deceptive Jailbreaking CVPR 2025 Misalignment Attack on Text-to-Image Models via Text Embedding Optimization and Inversion EMNLP 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 Hallucinations in Large Vision-Language Models by Self-Injecting Hallucinations EMNLP 2025 Mitigating Object Hallucinations in MLLMs via Multi-Frequency Perturbations EMNLP 2025 MixerMDM: Learnable Composition of Human Motion Diffusion Models CVPR 2025 MOS-Attack: A Scalable Multi-objective Adversarial Attack Framework CVPR 2025 MTL-UE: Learning to Learn Nothing for Multi-Task Learning ICML 2025 Multi-Agent Security Tax: Trading Off Security and Collaboration Capabilities in Multi-Agent Systems AAAI 2025 MYOPIA: Protecting Face Privacy from Malicious Personalized Text-to-Image Synthesis via Unlearnable Examples AAAI 2025 NitroFusion: High-Fidelity Single-Step Diffusion through Dynamic Adversarial Training CVPR 2025 Not All Wrong is Bad: Using Adversarial Examples for Unlearning ICML 2025 NullSwap: Proactive Identity Cloaking Against Deepfake Face Swapping ICCV 2025 NumbOD: A Spatial-Frequency Fusion Attack Against Object Detectors AAAI 2025 ODA-GAN: Orthogonal Decoupling Alignment GAN Assisted by Weakly-supervised Learning for Virtual Immunohistochemistry Staining CVPR 2025 ODDN: Addressing Unpaired Data Challenges in Open-World Deepfake Detection on Online Social Networks AAAI 2025 Optical-Flow Guided Prompt Optimization for Coherent Video Generation CVPR 2025 OSV: One Step is Enough for High-Quality Image to Video Generation CVPR 2025 PASS: Private Attributes Protection with Stochastic Data Substitution ICML 2025