Adversarial Learning

Mitigating Object Hallucinations in MLLMs via Multi-Frequency Perturbations EMNLP 2025 Mitigating Paraphrase Attacks on Machine-Text Detection via Paraphrase Inversion ACL 2025 Mitigating Shortcut Learning via Smart Data Augmentation based on Large Language Model COLING 2025 MixerMDM: Learnable Composition of Human Motion Diffusion Models CVPR 2025 MMDisCo: Multi-Modal Discriminator-Guided Cooperative Diffusion for Joint Audio and Video Generation ICLR 2025 MOCHA: Are Code Language Models Robust Against Multi-Turn Malicious Coding Prompts? EMNLP 2025 Model Poisoning Attacks to Federated Learning via Multi-Round Consistency CVPR 2025 MoRoVoc: A Large Dataset for Geographical Variation Identification of the Spoken Romanian Language EMNLP 2025 MOS-Attack: A Scalable Multi-objective Adversarial Attack Framework CVPR 2025 MP-Nav: Enhancing Data Poisoning Attacks against Multimodal Learning ICML 2025 MULBERE: Multilingual Jailbreak Robustness Using Targeted Latent Adversarial Training EMNLP 2025 Multi-Armed Bandits with Interference: Bridging Causal Inference and Adversarial Bandits ICML 2025 Multi-perspective Alignment for Increasing Naturalness in Neural Machine Translation ACL 2025 Multi-task Adversarial Attacks against Black-box Model with Few-shot Queries ACL 2025 MUSE: MCTS-Driven Red Teaming Framework for Enhanced Multi-Turn Dialogue Safety in Large Language Models EMNLP 2025 NaFV-Net: An Adversarial Four-view Network for Mammogram Classification AAAI 2025 Named Entity Inference Attacks on Clinical LLMs: Exploring Privacy Risks and the Impact of Mitigation Strategies NAACL 2025 NAPPure: Adversarial Purification for Robust Image Classification under Non-Additive Perturbations ICCV 2025 NAT: Learning to Attack Neurons for Enhanced Adversarial Transferability WACV 2025 Nearly Optimal Algorithms for Contextual Dueling Bandits from Adversarial Feedback ICML 2025 Neuromanifold-Regularized KANs for Shape-fair Feature Representations ICCV 2025 NEXUS: Network Exploration for eXploiting Unsafe Sequences in Multi-Turn LLM Jailbreaks EMNLP 2025 NitroFusion: High-Fidelity Single-Step Diffusion through Dynamic Adversarial Training CVPR 2025 NoPain: No-box Point Cloud Attack via Optimal Transport Singular Boundary CVPR 2025 Nullspace Disentanglement for Red Teaming Language Models EMNLP 2025