Adversarial Learning

ForgDiffuser: General Image Forgery Localization with Diffusion Models IJCAI 2025 Fraud-R1 : A Multi-Round Benchmark for Assessing the Robustness of LLM Against Augmented Fraud and Phishing Inducements ACL 2025 FREE: Fast and Robust Vision Language Models with Early Exits ACL 2025 FreqDebias: Towards Generalizable Deepfake Detection via Consistency-Driven Frequency Debiasing CVPR 2025 from Benign import Toxic: Jailbreaking the Language Model via Adversarial Metaphors ACL 2025 Gain from Neighbors: Boosting Model Robustness in the Wild via Adversarial Perturbations Toward Neighboring Classes CVPR 2025 GAPO: Learning Preferential Prompt through Generative Adversarial Policy Optimization ACL 2025 Generative Adversarial Diffusion ICCV 2025 GIM: A Million-scale Benchmark for Generative Image Manipulation Detection and Localization AAAI 2025 GOODLIAR: A Reinforcement Learning-Based Deceptive Agent for Disrupting LLM Beliefs on Foundational Principles ACL 2025 Graph Agent Network: Empowering Nodes with Inference Capabilities for Adversarial Resilience AAAI 2025 Grimm: A Plug-and-Play Perturbation Rectifier for Graph Neural Networks Defending Against Poisoning Attacks AAAI 2025 G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems ACL 2025 Guiding Noisy Label Conditional Diffusion Models with Score-based Discriminator Correction ICCV 2025 Harmful Prompt Laundering: Jailbreaking LLMs with Abductive Styles and Symbolic Encoding EMNLP 2025 Harnessing Frequency Spectrum Insights for Image Copyright Protection Against Diffusion Models CVPR 2025 Harnessing Global-Local Collaborative Adversarial Perturbation for Anti-Customization CVPR 2025 Hate in Plain Sight: On the Risks of Moderating AI-Generated Hateful Illusions ICCV 2025 Highly Imperceptible Black-Box Graph Injection Attacks with Reinforcement Learning AAAI 2025 HoneypotNet: Backdoor Attacks Against Model Extraction AAAI 2025 How Does DPO Reduce Toxicity? A Mechanistic Neuron-Level Analysis EMNLP 2025 How Does the Smoothness Approximation Method Facilitate Generalization for Federated Adversarial Learning? AAAI 2025 How Sampling Affects the Detectability of Machine-written texts: A Comprehensive Study EMNLP 2025 HUANG: A Robust Diffusion Model-based Targeted Adversarial Attack Against Deep Hashing Retrieval AAAI 2025 Hypergraph Attacks via Injecting Homogeneous Nodes into Elite Hyperedges AAAI 2025