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

arXiv:2610.21492v1 Announce Type: new Abstract: Language-model agents can accumulate interaction feedback, but reliably turning that feedback into reusable experience remains challenging. Existing methods either optimize external experience scaffolds or train