Safety

Safe Learning in the Real World via Adaptive Shielding with Hamilton-Jacobi Reachability L4DC 2025 SAFENUDGE: Safeguarding Large Language Models in Real-time with Tunable Safety-Performance Trade-offs EMNLP 2025 Safe PDE Boundary Control with Neural Operators L4DC 2025 SafeRAG: Benchmarking Security in Retrieval-Augmented Generation of Large Language Model ACL 2025 SafeRoute: Adaptive Model Selection for Efficient and Accurate Safety Guardrails in Large Language Models ACL 2025 Safety-Prioritizing Curricula for Constrained Reinforcement Learning ICLR 2025 SafetyPrompts: A Systematic Review of Open Datasets for Evaluating and Improving Large Language Model Safety AAAI 2025 Safety Representations for Safer Policy Learning ICLR 2025 Scalable Surrogate Verification of Image-Based Neural Network Control Systems Using Composition and Unrolling AAAI 2025 Scaling Trends for Data Poisoning in LLMs AAAI 2025 Sheep’s Skin, Wolf’s Deeds: Are LLMs Ready for Metaphorical Implicit Hate Speech? ACL 2025 Shield Synthesis for LTL Modulo Theories AAAI 2025 Silencing Empowerment, Allowing Bigotry: Auditing the Moderation of Hate Speech on Twitch ACL 2025 Six-CD: Benchmarking Concept Removals for Text-to-image Diffusion Models CVPR 2025 SMLE: Safe Machine Learning via Embedded Overapproximation AAAI 2025 SNIFR : Boosting Fine-Grained Child Harmful Content Detection Through Audio-Visual Alignment with Cascaded Cross-Transformer Interspeech 2025 Spotting the Unexpected (STU): A 3D LiDAR Dataset for Anomaly Segmentation in Autonomous Driving CVPR 2025 Stepwise Reasoning Disruption Attack of LLMs ACL 2025 Subtle Risks, Critical Failures: A Framework for Diagnosing Physical Safety of LLMs for Embodied Decision Making EMNLP 2025 sudoLLM: On Multi-role Alignment of Language Models EMNLP 2025 Taxonomy of Comprehensive Safety for Clinical Agents EMNLP 2025 Tell Me What You Don’t Know: Enhancing Refusal Capabilities of Role-Playing Agents via Representation Space Analysis and Editing ACL 2025 The Hallucination Tax of Reinforcement Finetuning EMNLP 2025 The TIP of the Iceberg: Revealing a Hidden Class of Task-in-Prompt Adversarial Attacks on LLMs ACL 2025 Tightening Robustness Verification of MaxPool-based Neural Networks via Minimizing the Over-Approximation Zone CVPR 2025