MetaExp: Learning to Self-Improve through Experience via Verifiable Cross-Task Environment Scaling

Renhao Li, Xinjie Shen, Yang Su +4

Language-model agents can accumulate interaction feedback, but reliably turning that feedback into reusable experience remains challenging. Existing methods either optimize externa…