ML4SCI ML4SCI Google Summer of Code publications


The work of our students is published in scientific papers.

List of publications

Andrews M, Burkle B, Chen YF, DiCroce D, Gleyzer S, Heintz U, Narain M, Paulini M, Pervan N, Shafi Y, Sun W. "End-to-end jet classification of boosted top quarks with the CMS open data". Physical Review D. 2022 Mar 22;105(5):052008.
Hariri A, Dyachkova D, Gleyzer S. "Graph generative models for fast detector simulations in high energy physics". arXiv preprint arXiv:2104.01725. 2021 Apr 5.
Alnuqaydan A, Gleyzer S, Prosper H. "SYMBA: Symbolic Computation of Squared Amplitudes in High Energy Physics with Machine Learning". Machine Learning: Science and Technology. 2022 Jun 17.
Alexander S, Gleyzer S, Reddy P, Tidball M, Toomey MW. "Domain Adaptation for Simulation-Based Dark Matter Searches Using Strong Gravitational Lensing". arXiv preprint arXiv:2112.12121. 2021 Dec 22.
Alexander S, Gleyzer S, McDonough E, Toomey MW, Usai E. "Deep learning the morphology of dark matter substructure". The Astrophysical Journal. 2020 Apr 8;893(1):15.
Alexander S, Gleyzer S, Parul H, Reddy P, Toomey MW, Usai E, Von Klar R. "Decoding dark matter substructure without supervision". arXiv preprint arXiv:2008.12731. 2020 Aug 28.
Terry JP, Hall C, Abreau S, Gleyzer S. "Locating Hidden Exoplanets in ALMA Data Using Machine Learning". The Astrophysical Journal. 2022 Dec 23;941(2):192.
Terry JP, Hall C, Abreau S, Gleyzer S. "Kinematic Evidence of an Embedded Protoplanet in HD 142666 Identified by Machine Learning". arXiv preprint arXiv:2301.05075. 2023 Jan 12.
Rao A, Carr S, Snider C, Feldman DE, Ramanathan C, Mitrović VF. "Machine learning assisted determination of electronic correlations from magnetic resonance". arXiv preprint arXiv:2212.01946. 2022 Dec 4.


ML4SCI GSoC Admins