publications

publications by categories in reversed chronological order. generated by jekyll-scholar.

2025

  1. pathmin.png
    Path-minimizing latent ODEs for improved extrapolation and inference
    Matt L. Sampson and Peter Melchior
    Machine Learning: Science and Technology, Jun 2025
    PDF
  2. cosmic.png
    Cosmic ray and plasma coupling for isothermal supersonic turbulence in the magnetized interstellar medium
    Matt L. Sampson, James R. Beattie, Romain Teyssier, and 5 more authors
    arXiv e-prints, Jun 2025
    PDF
  3. transients.png
    Disentangling transients and their host galaxies with scarlet2: A framework to forward model multi-epoch imaging
    C. Ward, P. Melchior, M. L. Sampson, and 6 more authors
    Astronomy and Computing, Apr 2025
    PDF

2024

  1. score.png
    Score-matching neural networks for improved multi-band source separation
    Matt. L. Sampson, Peter. Melchior, Charlotte. Ward, and 1 more author
    Astronomy and Computing, Oct 2024
    PDF

2023

  1. hally.png
    Spotting Hallucinations in Inverse Problems with Data-Driven Priors
    Matt L. Sampson and Peter M. Melchior
    In ICML ML4Astrophysics Workshop (Oral), Jul 2023
    PDF
  2. turbulent.png
    Turbulent diffusion of streaming cosmic rays in compressible, partially ionized plasma
    Matt L. Sampson, James R. Beattie, Mark R. Krumholz, and 3 more authors
    Monthly Notices of the Royal Astronomical Society, Feb 2023
    PDF

2022

  1. ion.png
    Ion alfvén velocity fluctuations and implications for the diffusion of streaming cosmic rays
    James R. Beattie, Mark R. Krumholz, Christoph Federrath, and 2 more authors
    Frontiers in Astronomy and Space Sciences, Oct 2022
    DOI
  2. criptic.png
    Cosmic ray interstellar propagation tool using Itô Calculus (CRIPTIC): software for simultaneous calculation of cosmic ray transport and observational signatures
    Mark R. Krumholz, Roland M. Crocker, and Matt L. Sampson
    Monthly Notices of the Royal Astronomical Society, Nov 2022
    DOI

2019

  1. binary.png
    The Impact of Pair-instability Mass Loss on the Binary Black Hole Mass Distribution
    Simon Stevenson, Matt L. Sampson, Jade Powell, and 4 more authors
    The Astrophysical Journal, Sep 2019
    DOI