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Louis Sharrock

2 papers indexed

arxivstat.MLcs.LGstat.ME2026-07-14

LatentFlow: A General Framework for Conditioning Stochastic Processes

Louis Sharrock, Lachlan Astfalck, Henry Moss

Stochastic-process models are, as a rule, far easier to simulate than to condition. Non-linear observations, non-Gaussian likelihoods, black-box information, and global constraints all induce intractable conditional laws, requiring bespoke, model-specific constructions. We introd…

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arxivcs.LGstat.ML2026-07-04

A Gradient Flow Perspective on Minimum MMD Estimation

Sophia Seulkee Kang, Louis Sharrock, Xiaoyuan Cheng, François-Xavier Briol, Zonghao Chen

Minimum maximum mean discrepancy (MMD) estimation has emerged as a robust and likelihood-free alternative to maximum likelihood estimation for parameter estimation. Yet, despite its practical success, the associated optimization problem remains poorly understood, with theoretical…

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