Author

Michael W. Mahoney

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#machine learning Feb 2026

Is Flow Matching Just Trajectory Replay for Sequential Data?

This work derives the optimal velocity field targeted by the empirical FM objective on sequential data and shows that the resulting sampler is an ODE whose dynamics describe a nonparametric, memory-augmented continuous-time dynamical system.

Soon Hoe Lim, Shi-Zhen Lin, Michael W. Mahoney et al. · arXiv.org · 4 citations