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Transtrum, Benjamin B

2 Pith papers cite this work. Polarity classification is still indexing.

2 Pith papers citing it

years

2026 2

verdicts

UNVERDICTED 2

representative citing papers

The Degeneracy Distillery

cs.LG · 2026-06-22 · unverdicted · novelty 6.0

A method called the degeneracy distillery uses symbolic transformations to flatten the Fisher information matrix globally from simulations alone, identifying independent parameter combinations and reducing neural posterior estimation simulation budgets by up to 10x.

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Showing 2 of 2 citing papers.

  • Probing the 3D Structures of Supernovae through IR Signatures of CO and SiO astro-ph.HE · 2026-04-20 · unverdicted · none · ref 129

    MOFAT applied to SN2024ggi shows CO triggering inner SiO formation with a receding edge, order-of-magnitude mass drop, clumping signatures, and no dust formation.

  • The Degeneracy Distillery cs.LG · 2026-06-22 · unverdicted · none · ref 47

    A method called the degeneracy distillery uses symbolic transformations to flatten the Fisher information matrix globally from simulations alone, identifying independent parameter combinations and reducing neural posterior estimation simulation budgets by up to 10x.