DENSE: Distilling Agent Trajectories into Evidence-Grounded Shortcut Trees for Self-Refinement.

arXiv:2609.21423v5 Announce Type: replace Abstract: Online agent deployments accumulate execution trajectories at massive scale and behavioral diversity, for which predefined annotation criteria hardly exist. Extracting useful evidence therefore demands costly