Beecroft Building, Department of Physics, University of Oxford, Parks Road, Oxford, OX1 3PU
Professor Djuna Croon, Durham University
Nicolas Schalch (nicolas.schalch@physics.ox.ac.uk)
Anton Sokolov (anton.sokolov@physics.ox.ac.uk)
Silvia Zanoli (silvia.zanoli@physics.ox.ac.uk)
Abstract
Many dark matter models predict small-scale substructure, including subhalos, boson stars, miniclusters, and primordial black holes. In this talk, I will discuss how gravitational microlensing serves as a powerful probe of these scenarios. I will describe the characteristic observational signals, and highlight how certain mass distributions — such as those associated with boson stars and some subhalos — produce distinctive features due to optical effects like caustics. I will explore opportunities for detecting these microlensing signatures using machine learning techniques, including real-time anomaly detection on time-series data from future surveys. Finally, I will discuss caustic crossings in giant arcs as a novel probe of subhalos, which can be used to derive constraints on the early Universe power spectrum.