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Local Flow Matching Generative Models

  • Flow Matching (FM) is a simulation-free method for learning a continuous and invertible flow to interpolate between two distributions.
  • Local Flow Matching (LFM) is introduced as a stepwise FM model that learns a sequence of FM sub-models, each matching a diffusion process.
  • LFM enables the use of smaller models with faster training by consecutively matching distributions closer to each other.
  • Empirical demonstrations show improved training efficiency and competitive generative performance of LFM compared to FM on various datasets.

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