CWRU PAT Coffee Agenda

Tuesdays 10:30 - 11:30 | Fridays 11:30 - 12:30

+3 Primordial gravitational wave phenomenology with polarized Sunyaev Zel'dovich tomography.

bump   mro28 +1 sxk1031 +1 cjc5 +1

+1 Parity-odd Neutrino Torque Detection.

gds6 +1

+1 Magnetism in the Early Universe.

gds6 +1

+1 Distinguishing standard and modified gravity cosmologies with machine learning.

mro28 +1

+1 The Primordial Black Hole Dark Matter - LISA Serendipity.

jtd55 +1

0 Fast radio burst source properties from polarization measurements.

bump   cxt282 +1

Showing votes from 2018-10-26 12:30 to 2018-10-30 11:30 | Next meeting is Friday Apr 25th, 11:30 am.

users

  • No papers in this section today!

astro-ph.CO

  • Distinguishing standard and modified gravity cosmologies with machine learning.- [PDF] - [Article]

    Austin Peel, Florian Lalande, Jean-Luc Starck, Valeria Pettorino, Julian Merten, Carlo Giocoli, Massimo Meneghetti, Marco Baldi
     

    We present a convolutional neural network to identify distinct cosmological scenarios based on the weak-lensing maps they produce. Modified gravity models with massive neutrinos can mimic the standard concordance model in terms of Gaussian weak-lensing observables, limiting a deeper understanding of what causes cosmic acceleration. We demonstrate that a network trained on simulated clean convergence maps, condensed into a novel representation, can discriminate between such degenerate models with 83%-100% accuracy. Our method outperforms conventional statistics by up to 40% and is more robust to noise.

astro-ph.HE

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astro-ph.GA

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astro-ph.IM

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gr-qc

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hep-ph

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hep-th

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hep-ex

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quant-ph

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other

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