A Geometric Theory of Cosmological Structure via Entropic Curvature in Wasserstein Space
Tsutomu T. Takeuchi (Nagoya University, Institite of Statistical Mathematics)

TL;DR
This paper develops a geometric framework for analyzing cosmological large-scale structures using optimal transport and Wasserstein geometry, introducing effective Ricci curvatures linked to entropy and scale-dependent curvature indicators.
Contribution
It introduces a novel geometric approach based on entropic curvature in Wasserstein space, connecting optimal transport theory with cosmological structure analysis and scale-dependent curvature measures.
Findings
Effective Ricci curvatures are formulated for cosmological data analysis.
Conventional Hessian-based structures are recovered as a special case.
Curvature statistics relate to higher-order integrals of the power spectrum.
Abstract
We construct a geometric framework for cosmological large-scale structure based on optimal transport theory and Wasserstein geometry. In this framework, Ricci curvature on the probability measure space is characterized by the geodesic convexity of entropy and is formulated as the response of probability distributions to optimal transport. We introduce effective Ricci curvatures and associated with Kullback--Leibler-type and R\'{e}nyi-type entropies, corresponding respectively to the curvature-dimension conditions CD and CD. By localizing these curvatures to finite scales using local and reference measures, we construct curvature indicators applicable to observational data. Under a local quadratic approximation, the effective curvature reduces to the Hessian of the log-density, showing that…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
