…Songlin Bai , Xintong Wang , , , , , , , , , , , , , Liang Ding Abstract IndustryBench evaluates industrial procurement question answering systems in Chinese against national standards, revealing significant gaps in safety compliance and highlighting the need for safety-aware…
…Jona te Lintelo , , , , Abstract MASCing is a framework that enables flexible reconfiguration of Mixture-of-Experts model behavior for safety objectives through steering matrices and routing gate modifications without requiring retraining. AI…
…Benchmarking LLM-Agent on Cross-Modal Failure Diagnosis from Browser to Backend (2026) Synthesizing Multi-Agent Harnesses for Vulnerability Discovery (2026) STARS: Skill-Triggered Audit for Request-Conditioned Invocation Safety in Agent…
…A Unified, Large-Scale Benchmark for Multimodal Aerial Scene Reasoning and Generation (2026) Vision-and-Language Navigation for UAVs: Progress, Challenges, and a Research Roadmap (2026) QuadAgent: A Responsive Agent System for…
…Toward Trustworthy Evaluation of Autonomous Agents (2026) ClawEnvKit: Automatic Environment Generation for Claw-Like Agents (2026) One-Eval: An Agentic System for Automated and Traceable LLM Evaluation (2026) GTA-2: Benchmarking General…
…When Students Set Challenges for AI Agents Published on May 4 Submitted by taesiri on May 5 Authors: Junjie Yu , , , , , , , , , , , , , , , , , , , , , Abstract AcademiClaw presents a comprehensive benchmark for evaluating AI agents on complex…
…Empirical results demonstrate that Fast-dDrive redefines the speed-accuracy frontier for driving agents. On the WOD-E2E test set, Fast-dDrive achieves SOTA ADE@3s and ADE@5s, alongside the highest…
…Preserving Safety Alignment by Constraining Safety Tokens during Fine-tuning (2026) SafeAnchor: Preventing Cumulative Safety Erosion in Continual Domain Adaptation of Large Language Models (2026) Risk-Adjusted Harm Scoring for Automated Red…
…Xin Li , , , , Abstract On-policy distillation with reward extrapolation exhibits a safety threshold beyond which structured output tasks lose format preservation, with empirical validation showing performance parity at reduced parameter count when…
…AVI systems, etc. 🔹 Interaction Dialogue systems, embodied agents, conversational AVI, agentic multimodal systems, and interactive world modeling. ✨ Highlights of this survey: 📚 A unified taxonomy for AVI tasks and paradigms 🧠 Foundations of…