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Adversarial Learning

1235 directly classified papers

Papers per year

Papers

GRADA: Graph-based Reranking against Adversarial Documents Attack EMNLP 2025
PBCAT: Patch-Based Composite Adversarial Training against Physically Realizable Attacks on Object Detection ICCV 2025
Attention Eclipse: Manipulating Attention to Bypass LLM Safety-Alignment EMNLP 2025
Breaking Agents: Compromising Autonomous LLM Agents Through Malfunction Amplification EMNLP 2025
Same Question, Different Words: A Latent Adversarial Framework for Prompt Robustness EMNLP 2025
Adversarial Training for Probabilistic Robustness ICCV 2025
Turning Logic Against Itself: Probing Model Defenses Through Contrastive Questions EMNLP 2025
Gradient Inversion Attacks on Parameter-Efficient Fine-Tuning CVPR 2025
TempParaphraser: “Heating Up” Text to Evade AI-Text Detection through Paraphrasing EMNLP 2025
Adversarial Robust Memory-Based Continual Learner ICCV 2025
Divide and Conquer: Heterogeneous Noise Integration for Diffusion-based Adversarial Purification CVPR 2025
FastJSMA: Accelerating Jacobian-based Saliency Map Attacks through Gradient Decoupling ICCV 2025
TombRaider: Entering the Vault of History to Jailbreak Large Language Models EMNLP 2025
VisCRA: A Visual Chain Reasoning Attack for Jailbreaking Multimodal Large Language Models EMNLP 2025
Your Language Model Can Secretly Write Like Humans: Contrastive Paraphrase Attacks on LLM-Generated Text Detectors EMNLP 2025
Visual Contextual Attack: Jailbreaking MLLMs with Image-Driven Context Injection EMNLP 2025
SUA: Stealthy Multimodal Large Language Model Unlearning Attack EMNLP 2025
RedHerring Attack: Testing the Reliability of Attack Detection EMNLP 2025
SPIRIT: Patching Speech Language Models against Jailbreak Attacks EMNLP 2025
Jailbreak LLMs through Internal Stance Manipulation EMNLP 2025
AIP: Subverting Retrieval-Augmented Generation via Adversarial Instructional Prompt EMNLP 2025
SABER: Uncovering Vulnerabilities in Safety Alignment via Cross-Layer Residual Connection EMNLP 2025
Phi: Preference Hijacking in Multi-modal Large Language Models at Inference Time EMNLP 2025
TrojanWave: Exploiting Prompt Learning for Stealthy Backdoor Attacks on Large Audio-Language Models EMNLP 2025
HeTa: Relation-wise Heterogeneous Graph Foundation Attack Model IJCAI 2025