MESA:Task-Adaptive Multi-Structure Evidence Selection for Long-Horizon Agent Memory

Beidi Zhao, Yaoqi Chen, Yuru Feng +10

Long-horizon agents accumulate trajectories spanning hundreds of interleaved reasoning, action, and observation steps, where answering a query may depend on evidence buried far bac…