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Keith Malcolm Smith

1 paper indexed

arxivcs.LG2026-07-18

TVGL-CFM:Generating and Forecasting Time-Varying Trajectories of Dynamic Networks with Conditional Flow Matching

Om Roy, Yashar Moshfeghi, Keith Malcolm Smith

Many complex systems such as brain networks, financial markets, and gene-regulatory circuits are described not by a fixed graph but by one that changes over time. A standard way to summarise such structure at each instant is the sparse precision (inverse-covariance) matrix, and t…

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