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Path Learning with Trajectory Advantage Regression

Machine Learning 2025-06-25 v1

Abstract

In this paper, we propose trajectory advantage regression, a method of offline path learning and path attribution based on reinforcement learning. The proposed method can be used to solve path optimization problems while algorithmically only solving a regression problem.

Keywords

Cite

@article{arxiv.2506.19375,
  title  = {Path Learning with Trajectory Advantage Regression},
  author = {Kohei Miyaguchi},
  journal= {arXiv preprint arXiv:2506.19375},
  year   = {2025}
}
R2 v1 2026-07-01T03:31:03.770Z