CHIME Improves Long-Horizon Agent Planning with Credit-Aware Memory

Summary

Researchers introduce CHIME, a self-evolving memory framework that attributes task outcomes to planning or execution before storing experience. Across four long-horizon agent benchmarks, it outperforms training-based and comparable memory baselines, uses fewer effective memory items, and transfers across backbone models.