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CAR-bench: Evaluating the Consistency and Limit-Awareness of LLM Agents under Real-World Uncertainty
Paper • 2601.22027 • Published • 78 -
Reinforcement World Model Learning for LLM-based Agents
Paper • 2602.05842 • Published • 20 -
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 • 51
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