Certified Long-Horizon Code Agent Evolution via Validation-Gated Skill Optimization
The concept of in-context self-evolution is formalized and VALVE, a validated-gated framework for long-horizon skill optimization is introduced, which establishes finite convergence, provides theoretical guarantees for future-task gain and drawdown, and derive the validation and evaluation holdout sizes required for a...
Yi-Fan Wang, Hao Cheng, Xiao-Min Li et al.
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