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PUBLICATIONS

Journal Publications
  1. “GRINN: A Physics-Informed Neural Network for solving hydrodynamic systems in the presence of self-gravity” Sayantan Auddy, Ramit Dey, Neal J Turner, Shantanu Basu, 2024; (MLSTarXiv:2308.08010

  2. Predicting Stellar Mass Accretion: An Optimized Echo-State Network Approach in Time Series Modeling Gianfranco Bino, Shantanu Basu, Ramit Dey, Sayantan Auddy,  et al 2023, arXiv:2302.03742

  3. “Using Bayesian Deep Learning to predict masses of exoplanets”, Sayantan Auddy, Ramit Dey, Min-Kai, Jacob B Simon, 2022 (ApJ) arXiv:2202.11730

  4. Magnetic field and density relation in Star-forming molecular clouds”, Sayantan Auddy, Shantanu Basu, Takahiro Kudoh, 2022 (ApJL) arXiv:2201.05620

  5. DPNNet-2.0 Part I: Finding hidden planets from simulated images of protoplanetary disk gaps”, Sayantan Auddy, Ramit Dey, Min-kai Lin, et al., 2021, APJ 920, 3, arXiv:2107.09086

  6. A Machine Learning model to infer planet masses from gaps observed in protoplanetary disks”, Sayantan Auddy, Min-Kai Lin, 2020, ApJ 900:001, arXiv:2007.13779

  7. Magnetic Field Structure in Spheroidal Star-Forming Clouds. II. Estimating Field Structure from Observed Maps”; Philip Myers, Ian W. Stephens, Sayantan Auddy, Shantanu Basu, et al. 2020, ApJ 896:163, arXiv:2005.04307 

  8. The Transition from a Lognormal to a Power-Law Column Density Distribution in Molecular Clouds: An Imprint of the Initial Magnetic Field and TurbulenceSayantan Auddy, Shantanu Basu, Takahiro Kudoh, 2019, ApJL,881:L15, (arXiv:1907.09783)

  9. Magnetic Field Structure of Dense Cores using Spectroscopic Methods”; Sayantan Auddy, Philip Myers, Shantanu Basu, et al., 2019, ApJ 872:207. (arXiv:1901.09537)

  10. “Magnetic Field Structure in Spheroidal Star-Forming Clouds”; Philip Myers, Shantanu Basu, and Sayantan Auddy, 2018 ApJ 868:51(19pp)

  11. The Effect of Magnetic Fields and Ambipolar Diffusion on the Column Density Probability Distribution Function in Molecular Clouds”; Sayantan Auddy, Shantanu Basu, Takahiro Kudoh, 2017, MNRAS, 474, 400  (arXiv:1710.05427)

  12. From Molecular Clouds to the IMF: Spatial and Temporal Effects”; Shantanu Basu, Sayantan Auddy, 2017, Memorie della Societa Astronomica Italiana, arXiv:1710.06361 Invited Review (refereed)

  13. A Magnetic Ribbon Model for Star Forming Filaments”; Sayantan Auddy, Shantanu Basu, Takahiro Kudoh, 2016, ApJ 831:46 (6pp). (arXiv:1609.02989)

  14. Analytic Models of Brown Dwarfs and Substellar Mass Limit”; Sayantan Auddy, Shantanu Basu and S.R. Valluri, 2016, Advances in Astronomy, Volume 2016 (2016), Article ID 5743272, 15 pages. (arXiv:1607.04338)

  15. The MLP Distribution: A Modified Lognormal Power-Law Model for the Stellar Initial Mass Function”; Shantanu Basu, M. Gil and Sayantan Auddy, 2015, MNRAS 449(3): 2413-2420

  16. Vacuum Birefringence, the Photon Anomalous Magnetic Moment and the Neutron Star RX J1856.5-3754”; S. R. Valluri, J. W. Mielniczuk, F. Chishtie, D. Lamm, Sayantan Auddy, 2017, MNRAS 472-2398

  17. Gravitational Wave Background in the Quasi-Steady State Cosmology”; J V Narlikar, Sanjeev Dhurandhar, R. G. Vishwakarma, S. R. Valluri, Sayantan Auddy, 2015, MNRAS, 451: 1390-1395

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Complete list of Academic Publications 
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