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Adversarial Learning

2,112 papers

Papers per year

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2
310
256
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Papers

MABR: Multilayer Adversarial Bias Removal Without Prior Bias Knowledge AAAI 2025
Towards Robust Knowledge Unlearning: An Adversarial Framework for Assessing and Improving Unlearning Robustness in Large Language Models AAAI 2025
Watch Out for Your Guidance on Generation! Exploring Conditional Backdoor Attacks against Large Language Models AAAI 2025
Perception-Guided Jailbreak Against Text-to-Image Models AAAI 2025
CL-Attack: Textual Backdoor Attacks via Cross-Lingual Triggers AAAI 2025
Retention Score: Quantifying Jailbreak Risks for Vision Language Models AAAI 2025
Is Your Autonomous Vehicle Safe? Understanding the Threat of Electromagnetic Signal Injection Attacks on Traffic Scene Perception AAAI 2025
Multi-Agent Security Tax: Trading Off Security and Collaboration Capabilities in Multi-Agent Systems AAAI 2025
Reinforcement Learning Platform for Adversarial Black-box Attacks with Custom Distortion Filters AAAI 2025
Does Knowing More Make You Easier to Trick? Adversarial Robustness of Multi-Target Regression AAAI 2025
GAPO: Learning Preferential Prompt through Generative Adversarial Policy Optimization ACL 2025
Root Defense Strategies: Ensuring Safety of LLM at the Decoding Level ACL 2025
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs ACL 2025
Con Instruction: Universal Jailbreaking of Multimodal Large Language Models via Non-Textual Modalities ACL 2025
Iron Sharpens Iron: Defending Against Attacks in Machine-Generated Text Detection with Adversarial Training ACL 2025
from Benign import Toxic: Jailbreaking the Language Model via Adversarial Metaphors ACL 2025
Stepwise Reasoning Disruption Attack of LLMs ACL 2025
People who frequently use ChatGPT for writing tasks are accurate and robust detectors of AI-generated text ACL 2025
G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems ACL 2025
Attacking Vision-Language Computer Agents via Pop-ups ACL 2025
DiffuseDef: Improved Robustness to Adversarial Attacks via Iterative Denoising ACL 2025
PIG: Privacy Jailbreak Attack on LLMs via Gradient-based Iterative In-Context Optimization ACL 2025
SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods ACL 2025
Jailbreaking? One Step Is Enough! ACL 2025
M2S: Multi-turn to Single-turn jailbreak in Red Teaming for LLMs ACL 2025