Search Results for author: Shixiao Liang

Found 2 papers, 2 papers with code

Fast Inference Using Automatic Differentiation and Neural Transport in Astroparticle Physics

1 code implementation23 May 2024 Dorian W. P. Amaral, Shixiao Liang, Juehang Qin, Christopher Tunnell

We apply these advancements to astroparticle physics experimental results in the context of novel neutrino physics and benchmark their performances against traditional nested sampling techniques.

Domain-informed neural networks for interaction localization within astroparticle experiments

1 code implementation15 Dec 2021 Shixiao Liang, Aaron Higuera, Christina Peters, Venkat Roy, Waheed U. Bajwa, Hagit Shatkay, Christopher D. Tunnell

The resulting Domain-informed Neural Network (DiNN) limits the receptive fields of the neurons in the initial feature encoding layers in order to account for the spatially localized nature of the signals produced within the TPC.

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