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20222026
most citedUltra-marginal Feature Importance: Learning from Data with Causal Guarantees

5 citations · 12 across the 7 of their papers we have counts for

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2 papers · 1 filter

math.ST2025

Path-Dependent SDEs: Solutions and Parameter Estimation

Pardis Semnani, Vincent Guan, Elina Robeva +1

We develop a consistent method for estimating the parameters of a rich class of path-dependent SDEs, called signature SDEs, which can model general path-dependent phenomena. Path s…

math.PR2025

Gradient-flow SDEs have unique transient population dynamics

Vincent Guan, Joseph Janssen, Nicolas Lanzetti +3

Identifying the drift and diffusion of an SDE from its population dynamics is a notoriously challenging task. Researchers in machine learning and single-cell biology have only been…