Learning What to Remember: Resource-Efficient Self-Improvement for Lifelong Agents.

arXiv:2610.26453v2 Announce Type: replace Abstract: Self-improving agents aim to continuously improve their behavior by learning from experience after deployment. However, accumulating and reusing more experience does not necessarily lead to better decisions,