April 16, 2024, 4:45 a.m. | Tom\'as Sousa, Deaglan J. Bartlett, Harry Desmond, Pedro G. Ferreira

cs.LG updates on arXiv.org arxiv.org

arXiv:2310.16786v2 Announce Type: replace-cross
Abstract: Inflation is a highly favoured theory for the early Universe. It is compatible with current observations of the cosmic microwave background and large scale structure and is a driver in the quest to detect primordial gravitational waves. It is also, given the current quality of the data, highly under-determined with a large number of candidate implementations. We use a new method in symbolic regression to generate all possible simple scalar field potentials for one of …

abstract arxiv astro-ph.co cs.lg current data driver gr-qc hep-ph hep-th inflation quality quest scale theory type universe

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