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James O. Baldwin

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#machine learning Review Sep 2026

Inductive Biases in Field-Level Cosmological Inference from Galaxy Catalogs

Results indicate that peculiar velocities provide the dominant source of $\Omega_m$ information for set-based models in this setting, while spatial information is most effectively used by architectures that explicitly encode galaxy-galaxy relations.

James O. Baldwin, S. Genel, F. Villaescusa-Navarro · 0 citations

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