CAR-bench: Evaluating the Consistency and Limit-Awareness of LLM Agents under Real-World Uncertainty
Paper
• 2601.22027 • Published
• 83
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Reinforcement World Model Learning for LLM-based Agents
Paper • 2602.05842 • Published • 27 -
Accurate Failure Prediction in Agents Does Not Imply Effective Failure Prevention
Paper • 2602.03338 • Published • 26 -
MemSkill: Learning and Evolving Memory Skills for Self-Evolving Agents
Paper • 2602.02474 • Published • 59