X-Tree: Tokenizing Reusable Experience for Efficient Agent Generalization.

arXiv:2609.32993v1 Announce Type: new Abstract: Multi-step agents are trained on flat action streams: SFT and RLVR weight every token uniformly and ignore the sub-procedures that recur across tasks, the hierarchy that lets humans plan top-down from reusable ro