Sources

Sources

• Interval POMDP Shielding for Imperfect-Perception Agents — arXiv cs.AI
• Forage V2: Knowledge Evolution and Transfer in Autonomous Agent Organizations — arXiv cs.AI
• Hidden Reliability Risks in Large Language Models: Systematic Identification of Precision-Induced Output Disagreements — arXiv cs.AI
• From Data to Theory: Autonomous Large Language Model Agents for Materials Science — arXiv cs.AI
• MIRROR: A Hierarchical Benchmark for Metacognitive Calibration in Large Language Models — arXiv cs.AI
• Separable Pathways for Causal Reasoning: How Architectural Scaffolding Enables Hypothesis-Space Restructuring in LLM Agents — arXiv cs.AI