Publications

Over the past three years, I’ve had the opportunity to participate in several research projects and publish some of the results. Here are a few highlights of my research.

IrisML - Neural Posterior Estimation for Spectral Energy Distribution fitting 2025
  • Authors: Mateusz Kapusta
  • Journal: ICML 2025: Machine Learning for Astrophysics workshop Link

Fast and reliable real-time inference for astronomical data? Now possible with Simulation-Based Inference.

Tags: deep learning bayes
Categories: Machine Learning Astrophysics
HST pre-imaging of a free-floating planet candidate microlensing event 2025
  • Authors: Mateusz Kapusta, Przemysław Mróz, OGLE and KMTNet collaborations.
  • Journal: Astronomy & Astrophysics Link

Are free-floating planets really free-floating or bound on wider orbits?

Tags: imaging
Categories: Astrophysics
Search for dormant black holes in the OGLE data 2024
  • Authors: Mateusz Kapusta, Przemek Mróz
  • Journal: Acta Astronomica Link

Are there any black holes that are dormant (no X-ray signature) and reside in ellipsoidal binaries? Spoiler: probably not.

Tags: bayes
Categories: Astrophysics