Publications

For more common formats of academic profiles, please see either my Google Scholar or ORCID.

Publications

• Cover All Your Bases: Representations of high frequency features from masked auto encoding, in-prep, lead author.
• Scaling Laws for Galaxy Images, Submitted, co-author.
• The Multimodal Universe: Enabling Large-Scale Machine Learning with 70TBs of Astronomical Scientific Data, NeurIPS 2024, coordinator.
• Towards Galaxy Foundation Models with Hybrid Contrastive Learning_
  Mike Walmsley, Inigo V Slijepcevic, Micah Bowles, Anna M M Scaife
  Accepted ICML 2022, ML4Astro2022
• Learning Useful Representations for Radio Astronomy “in the wild” with Contrastive Learning
  Inigo V Slijepcevic, Anna M M Scaife, Mike Walmsley, Micah Bowles
  Accepted ICML 2022, ML4Astro2022
• E(2) Equivariant Self-Attention for Radio Astronomy
  Micah Bowles, Matt Bromley, Max Allen, Anna M M Scaife
  NeurIPS 2021 Fourth Workshop on Machine Learning and the Physical Sciences, 35th Conference on Neural Information Processing Systems
  
• Attention-Gating for Improved Radio Galaxy Classification
  Micah Bowles, Anna M M Scaife, Fiona Porter, Hongming Tang, David J Bastien
  Monthly Notices of the Royal Astronomical Society, Volume 501, Issue 3, March 2021, Pages 4579–4595
• A Compressed Sensing Faraday Depth Reconstruction Framework for the MeerKAT MIGHTEE-POL Survey
  Miguel Carcamo, Anna Scaife, Russ Taylor, Matt Jarvis, Micah Bowles, Srikrishna Sekhar, Lennart Heino, Jeroen Stil
  Accepted, International Union of Radio Science, 2022
• Radio Galaxy Zoo: Using semi-supervised learning to leverage large unlabelled data-sets for radio galaxy classification under data-set shift
  Inigo V Slijepcevic, Anna M M Scaife, Mike Walmsley, Micah Bowles, Ivy Wong, Stanislav S Shabala, Hongming Tang
  Accepted, Monthly Notices of the Royal Astronomical Society
• Quantifying Uncertainty in Deep Learning Approaches to Radio Galaxy Classification
  Devina Mohan, Anna M. M. Scaife, Fiona Porter, Mike Walmsley, Micah Bowles Monthly Notices of the Royal Astronomical Society, Volume 511, Issue 3, April 2022, Pages 3722–3740
• Structured Variational Inference for Simulating Populations of Radio Galaxies
  David J Bastien, Anna M M Scaife, Hongming Tang, Micah Bowles, Fiona Porter
  Monthly Notices of the Royal Astronomical Society, Volume 503, Issue 3, May 2021, Pages 3351–3370
• Interactions Among Intermediate Redshift Galaxies. The case of SDSS J134420.86+663717.8
  Persis Misquitta, Micah Bowles, Andreas Eckart, Madeleine Yttergren, Gerold Busch, Monica Valencia-S., Nastran Fazeli
  Astronomy & Astrophysics, Vol. 639, July 2020.

For a full list of my publications, please see my Google Scholar profile.

Selected Talks

• The Open University May 2022, Physical Sciences Seminar (Invited), Paying Attention to Radio Galaxy Morphologies
• EAS 2022 (European Astronomical Society), Open-Source Domain Specific Astronomy Augmentations for your Data Set
• EAS 2022 (European Astronomical Society), Challenging the Language of Astronomical Classifications
• AT-AP-URSI 2022 (International Union of Radio Science),
  Astrophysically Informed Priors for Self-Attention Classification in Radio Astronomy
• NAM 2021 (National Astronomy Meeting),
  Paying Attention to Astronomy Data

Posters

• EAS 2021 (European Astronomical Society),
  Attention-Gating for Improved Radio Galaxy Classification