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Saisuchith Mahajan

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#machine learning Preprint Sep 2026

Generalized Score Matching for Parameter Estimation on Convex Domains

This work derives the generalized score matching objective on a convex subset of $\mathbb{R}^{d}$ constructively starting from Minimum Probability Flow (MPF) learning, and shows how classical score matching as well as domain-adapted variants for non-negative data arise naturally within the proposed framework.

Nishanth Shetty, Saisuchith Mahajan, C. Seelamantula · 0 citations