Adversarial Learning

I-GUARD: Interpretability-Guided Parameter Optimization for Adversarial Defense EMNLP 2025 Illusions of Relevance: Arbitrary Content Injection Attacks Deceive Retrievers, Rerankers, and LLM Judges IJCNLP 2025 Image Difference Captioning via Adversarial Preference Optimization EMNLP 2025 Immune: Improving Safety Against Jailbreaks in Multi-modal LLMs via Inference-Time Alignment CVPR 2025 Imperceptible 3D Point Cloud Attacks on Lattice-based Barycentric Coordinates AAAI 2025 Implicit Bias Injection Attacks against Text-to-Image Diffusion Models CVPR 2025 Improbable Bigrams Expose Vulnerabilities of Incomplete Tokens in Byte-Level Tokenizers EMNLP 2025 Improved Diffusion-based Generative Model with Better Adversarial Robustness ICLR 2025 Improved Techniques for Optimization-Based Jailbreaking on Large Language Models ICLR 2025 Improving Adversarial Transferability on Vision Transformers via Forward Propagation Refinement CVPR 2025 Improving Generalization and Robustness in SNNs Through Signed Rate Encoding and Sparse Encoding Attacks ICLR 2025 Improving Generalization of Universal Adversarial Perturbation via Dynamic Maximin Optimization AAAI 2025 Improving Integrated Gradient-based Transferable Adversarial Examples by Refining the Integration Path AAAI 2025 Improving Reward Model Generalization from Adversarial Process Enhanced Preferences ICML 2025 Improving the Transferability of Adversarial Attacks on Face Recognition with Diverse Parameters Augmentation CVPR 2025 Improving Transferable Targeted Attacks with Feature Tuning Mixup CVPR 2025 Improving Zero-Shot Adversarial Robustness in Vision-Language Models by Closed-form Alignment of Adversarial Path Simplices ICML 2025 Indirect Gradient Matching for Adversarial Robust Distillation ICLR 2025 InfAL: Inference Time Adversarial Learning for Improving Research Ideation EMNLP 2025 Infighting in the Dark: Multi-Label Backdoor Attack in Federated Learning CVPR 2025 Injecting Universal Jailbreak Backdoors into LLMs in Minutes ICLR 2025 Instant Adversarial Purification with Adversarial Consistency Distillation CVPR 2025 Intuitive Fine-Tuning: Towards Simplifying Alignment into a Single Process ACL 2025 Invisible Backdoor Attack against Self-supervised Learning CVPR 2025 IPIGuard: A Novel Tool Dependency Graph-Based Defense Against Indirect Prompt Injection in LLM Agents EMNLP 2025