Gravitational Wave Probes of Physics Beyond Standard Model 4

Session

Data 1

24 Jun 2025, 14:30

Faculty of Physics, University of Warsaw

Conveners

Data 1

• Marek Lewicki (University of Warsaw)

41. Simulation-Based-Inference for GWB reconstruction

Mauro Pieroni (Instituto de Estructura de la Materia (IEM - CSIC))

24/06/2025, 14:30

Simulation-Based-Inference (SBI), also known as likelihood-free inference, is an alternative approach to Montecarlo techniques to perform Bayesian inference. SBI typically relies on Machine Learning (ML) methods to approximate the posterior distribution for some model parameters given the observed data. In the past years, SBI has been applied to a range of physics problems, including...