… The following papers were recommended by the Semantic Scholar API STARS: Skill-Triggered Audit for Request-Conditioned Invocation Safety in Agent Systems 2026 PolicyBank: Evolving Policy Understanding for LLM Agents 2026 On-Policy Self-Evolution via Failure Trajectories for Agentic Safety Alignment… …
Papers arxiv:2605.11882 On-Policy Self-Evolution via Failure Trajectories for Agentic Safety Alignment Published on May 12 Submitted by LIQIIIII on May 13 Authors: Bo Yin , Qi Li , Abstract FATE is an on-policy framework that uses failure trajectories to improve agent safety and performance through… …
… We further introduce ICU -Evo to study structured-memory agents that improves long-horizon reasoning but does not fully eliminate safety failures. Together, Real ICU provides a clinically grounded testbed for measuring and improving AI sequential decision-support in high-stakes care. …
… Safety concerns have rightly drawn growing research attention, and beneath them lie the values silently steering agent behavior. Existing value benchmarks, however, remain confined to LLMs, leaving agent values largely uncharted. …
… Rethinking Safety Evaluation for Phone-Use Agents Published on May 8 Submitted by Zhengyang Tang on May 12 Authors: Zhengyang Tang , , , , , , , , , , , , , , , , Zheng Ruan , , , , Abstract PhoneSafety benchmark reveals that avoiding harmful outcomes doesn't necessarily indicate safety, as models … …
… Our construction pipeline rejects 70.3% of LLM -generated candidates at a search-based external-verification stage, calibrating how unreliable industrial QA remains after LLM -only filtering.Our evaluation decouples raw correctness, scored by a Qwen3-Max judge validated at κ w = 0.798 against a dom… …
… The following papers were recommended by the Semantic Scholar API IndicSafe: A Benchmark for Evaluating Multilingual LLM Safety in South Asia 2026 ML-Bench&Guard: Policy-Grounded Multilingual Safety Benchmark and Guardrail for Large Language Models 2026 HarmChip: Evaluating Hardware Security Centri… …
… The following papers were recommended by the Semantic Scholar API SaFeR-Steer: Evolving Multi-Turn MLLMs via Synthetic Bootstrapping and Feedback Dynamics 2026 ContextualJailbreak: Evolutionary Red-Teaming via Simulated Conversational Priming 2026 Transient Turn Injection: Exposing Stateless Multi-… …
… AI-generated summary Vision-language models VLMs have advanced rapidly and are increasingly deployed in real-world applications, especially with the rise of agent-based systems. However, their safety has received relatively limited attention. …
… View arXiv page View PDF Project page Add to collection Community https://lixin.ai/ListOPD Get this paper in your agent: hf papers read 2605.08737 Don't have the latest CLI? curl -LsSf https://hf.co/cli/install.sh | bash No model linking this paper Cite arxiv.org/abs/2605.08737 in a model README.md… …