Manyfield Inflation in Random Potentials
Theodor Bjorkmo, M.C. David Marsh

TL;DR
This paper develops models of inflation with many randomly interacting fields using Gaussian random fields, enabling analysis of cosmological observables and revealing that such models can be compatible with observations and produce small non-Gaussianities.
Contribution
It introduces algebraic simplifications for manyfield inflation in Gaussian random potentials, allowing explicit construction and statistical analysis of models with up to 100 fields.
Findings
Planck-compatible models are not rare.
Predictions align with previous results but are more precise.
Non-Gaussianities are generally very small.
Abstract
We construct models of inflation with many randomly interacting fields and use these to study the generation of cosmological observables. We model the potentials as multi-dimensional Gaussian random fields (GRFs) and identify powerful algebraic simplifications that, for the first time, make it possible to access the manyfield limit of inflation in GRF potentials. Focussing on small-field, slow-roll, approximate saddle-point inflation in potentials with structure on sub-Planckian scales, we construct explicit examples involving up to 100 fields and generate statistical ensembles comprising of 164,000 models involving 5 to 50 fields. For the subset of these that support at least sixty e-folds of inflation, we use the 'transport method' and formalism to determine the predictions for cosmological observables at the end of inflation, including the power spectrum and the local…
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