AI Safety

Break the Breakout: Reinventing LM Defense Against Jailbreak Attacks with Self-Refine NAACL 2025 Brittle Minds, Fixable Activations: Understanding Belief Representations in Language Models EMNLP 2025 Building Helpful-Only Large Language Models: A Complete Approach from Motivation to Evaluation IJCNLP 2025 Building Safe GenAI Applications: An End-to-End Overview of Red Teaming for Large Language Models NAACL 2025 Bypassing LLM Guardrails: An Empirical Analysis of Evasion Attacks against Prompt Injection and Jailbreak Detection Systems ACL 2025 C2IQL: Constraint-Conditioned Implicit Q-learning for Safe Offline Reinforcement Learning ICML 2025 CADRef: Robust Out-of-Distribution Detection via Class-Aware Decoupled Relative Feature Leveraging CVPR 2025 Calibrating LLMs with Information-Theoretic Evidential Deep Learning ICLR 2025 Calibrating Verbal Uncertainty as a Linear Feature to Reduce Hallucinations EMNLP 2025 CALM: Curiosity-Driven Auditing for Large Language Models AAAI 2025 Can a Bayesian Oracle Prevent Harm from an Agent? UAI 2025 Can a Large Language Model be a Gaslighter? ICLR 2025 Can a Large Language Model Keep My Secrets? A Study on LLM-Controlled Agents ACL 2025 Can an Individual Manipulate the Collective Decisions of Multi-Agents? EMNLP 2025 Can Go AIs Be Adversarially Robust? AAAI 2025 Can GPTZero’s AI Vocabulary Distinguish Between LLM-Generated and Student-Written Essays? ACL 2025 Can Indirect Prompt Injection Attacks Be Detected and Removed? ACL 2025 Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study Over Open-ended Question Answering ACL 2025 Can Language Models Reason about Individualistic Human Values and Preferences? ACL 2025 Can Language Neuron Intervention Reduce Non-Target Language Output? EMNLP 2025 Can Large Language Models Identify Implicit Suicidal Ideation? An Empirical Evaluation EMNLP 2025 Can Large Vision-Language Models Correct Semantic Grounding Errors By Themselves? CVPR 2025 Can LLMs Ground when they (Don’t) Know: A Study on Direct and Loaded Political Questions ACL 2025 Can LLMs Rank the Harmfulness of Smaller LLMs? We are Not There Yet ACL 2025 Can LLMs Recognize Their Own Analogical Hallucinations? Evaluating Uncertainty Estimation for Analogical Reasoning ACL 2025