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Symbolic Density Estimators for Unnormalized Distributions

arXiv cs.LG ↗ · 2026-10-09 Cached

A framework combining deep generative models (flow and score-based) with symbolic regression to automatically infer analytical forms of unnormalized probability densities from samples, demonstrated on toy distributions and lattice physics systems like the XY model and φ⁴ theory renormalization.

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