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Richard Schwank

1 paper indexed

arxivstat.MLcs.LG2026-06-29

Non-parametric recovery of causal diffusion mechanisms from steady-state observations

Richard Schwank, Mathias Drton

We consider sparse multivariate stochastic systems that evolve in continuous time according to a causal mechanism and present methodology to recover the system's time-infinitesimal transition mechanism from mere cross-sectional data. This observational paradigm is motivated by ap…

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