Adversarial Learning

Data Taggants: Dataset Ownership Verification Via Harmless Targeted Data Poisoning ICLR 2025 DCT-Shield: A Robust Frequency Domain Defense against Malicious Image Editing ICCV 2025 DEAL: Data-Efficient Adversarial Learning for High-Quality Infrared Imaging CVPR 2025 De-AntiFake: Rethinking the Protective Perturbations Against Voice Cloning Attacks ICML 2025 Decoder Gradient Shield: Provable and High-Fidelity Prevention of Gradient-Based Box-Free Watermark Removal CVPR 2025 Defending Against Sophisticated Poisoning Attacks with RL-based Aggregation in Federated Learning AAAI 2025 Defending Large Language Models against Jailbreak Attacks via Semantic Smoothing IJCNLP 2025 Defense Against Model Stealing Based on Account-Aware Distribution Discrepancy AAAI 2025 Defense Against Prompt Injection Attack by Leveraging Attack Techniques ACL 2025 DemonAgent: Dynamically Encrypted Multi-Backdoor Implantation Attack on LLM-based Agent EMNLP 2025 Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI CVPR 2025 Detecting Adversarial Data Using Perturbation Forgery CVPR 2025 Detecting and Corrupting Convolution-based Unlearnable Examples AAAI 2025 Detecting Backdoor Samples in Contrastive Language Image Pretraining ICLR 2025 DIDiffGes: Decoupled Semi-Implicit Diffusion Models for Real-time Gesture Generation from Speech AAAI 2025 DiffAdvMAP: Flexible Diffusion-Based Framework for Generating Natural Unrestricted Adversarial Examples ICML 2025 DIFFER: Disentangling Identity Features via Semantic Cues for Clothes-Changing Person Re-ID CVPR 2025 Differentiable Adversarial Attacks for Marked Temporal Point Processes AAAI 2025 DiffExp: Efficient Exploration in Reward Fine-tuning for Text-to-Image Diffusion Models AAAI 2025 DiffPAD: Denoising Diffusion-Based Adversarial Patch Decontamination WACV 2025 DiffuseDef: Improved Robustness to Adversarial Attacks via Iterative Denoising ACL 2025 Diffusion Adversarial Post-Training for One-Step Video Generation ICML 2025 DiffusionAttacker: Diffusion-Driven Prompt Manipulation for LLM Jailbreak EMNLP 2025 Diffusion-based Adversarial Purification from the Perspective of the Frequency Domain ICML 2025 DiffusionGuard: A Robust Defense Against Malicious Diffusion-based Image Editing ICLR 2025