In recent years, there has been a remarkable development of simulation-based inference
(SBI) algorithms, and they have now been applied across a wide range of astrophysical and …

We present the first fully simulation-based hierarchical analysis of the light curves of a
population of low-redshift type Ia supernov aelig;(SN aelig; Ia). Our hardware-accelerated …

Upgrades beyond the current second generation of ground-based gravitational wave
detectors will allow them to observe tens of thousands neutron star and black hole binaries …

We apply state-of-the-art, likelihood-free statistical inference (machine-learning-based)
techniques for reconstructing the spectral shape of a gravitational wave background (GWB) …

Forthcoming large-scale structure (LSS) Stage IV surveys will provide us with
unprecedented data to probe the nature of dark matter and dark energy. However, analysing …

We present the first fully simulation-based hierarchical analysis of the light curves of a
population of low-redshift type Ia supernovae (SNae Ia). Our hardware-accelerated forward …

The fundamental goal of the physical sciences is to understand the laws that govern
physical phenomena. This process inherently involves a continuous interplay between …