Author

John Pearson

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#machine learning May 2026

Flow Matching for Count Data

This work proposes count-FM, a flow-matching framework for count data based on a continuous-time birth-death process with local unit jumps, which achieves better sample quality than representative baselines while using substantially fewer parameters in simulation.

Gan-Chao Wei, John Pearson · arXiv.org · 3 citations · ⚡1