From Path Signatures to Sequential Modeling: Incremental Signature Contributions for Offline RL

Ziyi Zhao, Qingchuan Li, Yuxuan Xu

Path signatures embed trajectories into tensor algebra and constitute a universal, non-parametric representation of paths; however, in the standard form, they collapse temporal str…