Safety

Seeing No Evil: Blinding Large Vision-Language Models to Safety Instructions via Adversarial Attention Hijacking ACL 2026 SHAPE: Unifying Safety, Helpfulness and Pedagogy for Educational LLMs ACL 2026 SHARP: Self-adaptive Harmful Category-aware Prompt Generation for Black-box Jailbreaking ACL 2026 StealthGraph: Exposing Domain-Specific Risks in LLMs through Knowledge-Graph-Guided Harmful Prompt Generation ACL 2026 SteinGate: Tail-Sensitive Safe Reinforcement Learning via Stein Discrepancy UAI 2026 TAMAS: Benchmarking Adversarial Risks in Multi-Agent LLM Systems ACL 2026 TEAR: Temporal-aware Automated Red-teaming for Text-to-Video Models CVPR 2026 The Side Effects of Being Smart: Safety Risks in MLLMs’ Multi-Image Reasoning ACL 2026 Thesis Proposal: An Explainable Multimodal Framework for Detecting Harmful Content in Code-Switched Children’s Media ACL 2026 To Lie or Not to Lie? Investigating The Biased Spread of Global Lies by LLMs ACL 2026 TriPlay-RL: Tri-Role Self-Play Reinforcement Learning for LLM Safety Alignment ACL 2026 TVChain: Leveraging Textual-Visual Prompt Chains for Jailbreaking Large Vision-Language Models AAAI 2026 Two Pathways to Truthfulness: On the Intrinsic Encoding of LLM Hallucinations ACL 2026 Unlearners Can Lie: Evaluating and Improving Honesty in LLM Unlearning ACL 2026 USB: A COMPREHENSIVE AND UNIFIED SAFETY EVALUATION BENCHMARK FOR MULTIMODAL LARGE LANGUAGE MODELS ACL 2026 Visual Inception: Compromising Long-term Planning in Agentic Recommenders via Multimodal Memory Poisoning ACL 2026 Visual Self-Fulfilling Alignment: Shaping Safety-Oriented Personas via Threat-Related Images ACL 2026 ActSafe: Active Exploration with Safety Constraints for Reinforcement Learning ICLR 2025 AdaSteer: Your Aligned LLM is Inherently an Adaptive Jailbreak Defender EMNLP 2025 A Dynamic Safety Shield for Safe and Efficient Reinforcement Learning of Navigation Tasks L4DC 2025 AGD: Adversarial Game Defense Against Jailbreak Attacks in Large Language Models ACL 2025 AGrail: A Lifelong Agent Guardrail with Effective and Adaptive Safety Detection ACL 2025 Anecdoctoring: Automated Red-Teaming Across Language and Place EMNLP 2025 Anytime Safe Reinforcement Learning L4DC 2025 A Probabilistic Neuro-symbolic Layer for Algebraic Constraint Satisfaction UAI 2025