pith. sign in

Cosmic Calibration

1 Pith paper cite this work. Polarity classification is still indexing.

1 Pith paper citing it
abstract

The complexity and accuracy of current and future precision cosmology observational campaigns has made it essential to develop an efficient technique for directly combining simulation and observational datasets to determine cosmological and model parameters; a procedure we term calibration. Once a satisfactory calibration of the underlying cosmological model is achieved, independent predictions for new observations become possible. For this procedure to be effective, robust characterization of the uncertainty in the calibration process is highly desirable. In this Letter, we describe a statistical methodology which can achieve both of these goals. An application example based around dark matter structure formation simulations and a synthetic mass power spectrum dataset is used to demonstrate the approach.

fields

astro-ph.CO 1

years

2026 1

verdicts

UNVERDICTED 1

representative citing papers

21cmEMUv3: a hybrid diffusion-LSTM emulator of 21cmFAST summary observables

astro-ph.CO · 2026-05-29 · unverdicted · novelty 6.0

21cmEMUv3 emulates the cylindrical 21cm power spectrum via score-based diffusion and six other 21cmFAST observables via LSTM networks at sub-percent accuracy, then uses the emulator to infer a lower limit on soft-band X-ray luminosity from HERA data.

citing papers explorer

Showing 1 of 1 citing paper.

  • 21cmEMUv3: a hybrid diffusion-LSTM emulator of 21cmFAST summary observables astro-ph.CO · 2026-05-29 · unverdicted · none · ref 36 · internal anchor

    21cmEMUv3 emulates the cylindrical 21cm power spectrum via score-based diffusion and six other 21cmFAST observables via LSTM networks at sub-percent accuracy, then uses the emulator to infer a lower limit on soft-band X-ray luminosity from HERA data.