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Adversarial Learning

4854 directly classified papers

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Papers

Divide and Conquer: Heterogeneous Noise Integration for Diffusion-based Adversarial Purification CVPR 2025
VLMInferSlow: Evaluating the Efficiency Robustness of Large Vision-Language Models as a Service ACL 2025
ODDR: Outlier Detection & Dimension Reduction Based Defense Against Adversarial Patches ICCV 2025
Bridging Robustness and Generalization Against Word Substitution Attacks in NLP via the Growth Bound Matrix Approach ACL 2025
Generative Adversarial Diffusion ICCV 2025
Adversarial Alignment with Anchor Dragging Drift (A3D2): Multimodal Domain Adaptation with Partially Shifted Modalities ACL 2025
Data-free Universal Adversarial Perturbation with Pseudo-semantic Prior CVPR 2025
FREE: Fast and Robust Vision Language Models with Early Exits ACL 2025
Stress-testing Machine Generated Text Detection: Shifting Language Models Writing Style to Fool Detectors ACL 2025
Teaching an Old LLM Secure Coding: Localized Preference Optimization on Distilled Preferences ACL 2025
A Mousetrap: Fooling Large Reasoning Models for Jailbreak with Chain of Iterative Chaos ACL 2025
Adversarial Attention Perturbations for Large Object Detection Transformers ICCV 2025
CIARD: Cyclic Iterative Adversarial Robustness Distillation ICCV 2025
Failure Cases Are Better Learned But Boundary Says Sorry: Facilitating Smooth Perception Change for Accuracy-Robustness Trade-Off in Adversarial Training ICCV 2025
PBCAT: Patch-Based Composite Adversarial Training against Physically Realizable Attacks on Object Detection ICCV 2025
StealthAttack: Robust 3D Gaussian Splatting Poisoning via Density-Guided Illusions ICCV 2025
Mind the Cost of Scaffold! Benign Clients May Even Become Accomplices of Backdoor Attack ICCV 2025
Membership Inference Attacks with False Discovery Rate Control ICCV 2025
Adversarial Training for Probabilistic Robustness ICCV 2025
DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion ICCV 2025
Towards Robust Defense against Customization via Protective Perturbation Resistant to Diffusion-based Purification ICCV 2025
Confound from All Sides, Distill with Resilience: Multi-Objective Adversarial Paths to Zero-Shot Robustness ICCV 2025
AutoPrompt: Automated Red-Teaming of Text-to-Image Models via LLM-Driven Adversarial Prompts ICCV 2025
Towards Adversarial Robustness via Debiased High-Confidence Logit Alignment ICCV 2025
Adversarial Attacks on Both Face Recognition and Face Anti-spoofing Models IJCAI 2025