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Adversarial Learning

1235 directly classified papers

Papers per year

Papers

SMP-Attack: Boosting the Transferability of Feature Importance-based Adversarial Attack with Semantics-aware Multi-granularity Patchout ICCV 2025

Seeing Through Deepfakes: A Human-Inspired Framework for Multi-Face Detection ICCV 2025

Towards a 3D Transfer-based Black-box Attack via Critical Feature Guidance ICCV 2025

Adversarial Robustness of Discriminative Self-Supervised Learning in Vision ICCV 2025

ODDR: Outlier Detection & Dimension Reduction Based Defense Against Adversarial Patches ICCV 2025

Graph of Attacks with Pruning: Optimizing Stealthy Jailbreak Prompt Generation for Enhanced LLM Content Moderation EMNLP 2025

Attention Eclipse: Manipulating Attention to Bypass LLM Safety-Alignment EMNLP 2025

KOEnsAttack: Towards Efficient Data-Free Black-Box Adversarial Attacks via Knowledge-Orthogonalized Substitute Ensembles ICCV 2025

TRNAS: A Training-Free Robust Neural Architecture Search ICCV 2025

ZIUM: Zero-Shot Intent-Aware Adversarial Attack on Unlearned Models ICCV 2025

Making Every Step Effective: Jailbreaking Large Vision-Language Models Through Hierarchical KV Equalization EMNLP 2025

Ferret: Faster and Effective Automated Red Teaming with Reward-Based Scoring Technique EMNLP 2025

InfAL: Inference Time Adversarial Learning for Improving Research Ideation EMNLP 2025

Exploiting Prompt-induced Confidence for Black-Box Attacks on LLMs EMNLP 2025

Boosting Adversarial Transferability via Negative Hessian Trace Regularization ICCV 2025

Beneath the Facade: Probing Safety Vulnerabilities in LLMs via Auto-Generated Jailbreak Prompts EMNLP 2025

Universal Acoustic Adversarial Attacks for Flexible Control of Speech-LLMs EMNLP 2025

Misalignment Attack on Text-to-Image Models via Text Embedding Optimization and Inversion EMNLP 2025

Can't Slow Me Down: Learning Robust and Hardware-Adaptive Object Detectors against Latency Attacks for Edge Devices CVPR 2025

Improving the Transferability of Adversarial Attacks on Face Recognition with Diverse Parameters Augmentation CVPR 2025

Distraction is All You Need for Multimodal Large Language Model Jailbreaking CVPR 2025

Compositional Targeted Multi-Label Universal Perturbations CVPR 2025

Protecting Your Video Content: Disrupting Automated Video-based LLM Annotations CVPR 2025

Identifying and Mitigating Spurious Correlation in Multi-Task Learning CVPR 2025

DAMON: A Dialogue-Aware MCTS Framework for Jailbreaking Large Language Models EMNLP 2025