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cs.LG2026
Learning Lineage-guided Geodesics with Finsler Geometry
Aaron Zweig, Mingxuan Zhang, David A. Knowles +1
Trajectory inference investigates how to interpolate paths between observed timepoints of dynamical systems, such as temporally resolved population distributions, with the goal of…
cs.LG2025
Energy Guided Geometric Flow Matching
Aaron Zweig, Mingxuan Zhang, Elham Azizi +1
A useful inductive bias for temporal data is that trajectories should stay close to the data manifold. Traditional flow matching relies on straight conditional paths, and flow matc…