Self-Evolving Agents Can Repair Failures but Struggle to Generalize from Them
Cold-Start Failure-Only Evolution reveals that current self-evolving agents are better at repairing observed failures than building generalizable capabilities from failure, and suggests that current self-evolving agents are better at repairing observed failures than building generalizable capabilities from failure.
Weixiang Zhao, Yi-Chen Zhang, Yan-Yan Zhao et al.
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