works on
agent self-evolution 1evidence recalibration 1harness optimization 1historical experience 1large language models 1

From the 1 of 6 linked papers with an AI index.

most citedToolRosella: Translating Code Repositories into Standardized Tools for Scientific Agents

1 citations · 1 across the 3 of their papers we have counts for

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cs.MA2026

DREvo: Distilling Recalibrated Historical Experience for Harness Self-Evolution

Hanghui Guo, Weijie Shi, Zhangze Chen +6

The paper introduces DREvo, a method that improves the self‑evolution of large‑language‑model agents by dynamically reassessing and recalibrating historical trial experience to gui…