Towards fast machine-learning-assisted Bayesian posterior inference of realistic microseismic events. - Davide Piras; Alessio Spurio Mancini; Benjamin Joachimi; Michael P. Hobson (CoRR, 2021)

CosmoPower-JAX: high-dimensional Bayesian inference with differentiable cosmological emulators. - Davide Piras; Alessio Spurio Mancini (CoRR, 2023)

The future of cosmological likelihood-based inference: accelerated high-dimensional parameter estimation and model comparison. - Davide Piras; Alicja Polanska; Alessio Spurio Mancini; Matthew A. Price; Jason D. McEwen (CoRR, 2024)

Full-waveform earthquake source inversion using simulation-based inference. - A. A. Saoulis; Davide Piras; Alessio Spurio Mancini; Benjamin Joachimi; A. M. G. Ferreira (CoRR, 2024)

Transfer learning for multifidelity simulation-based inference in cosmology. - A. A. Saoulis; Davide Piras; Niall Jeffrey; Alessio Spurio Mancini; A. M. G. Ferreira; Benjamin Joachimi (CoRR, 2025)