Lightning-Fast Gravitational Wave Parameter Inference through Neural Amortization. - Arnaud Delaunoy; Antoine Wehenkel; Tanja Hinderer; Samaya Nissanke; Christoph Weniger; Andrew R. Williamson; Gilles Louppe (CoRR, 2020)

Simulation-efficient marginal posterior estimation with swyft: stop wasting your precious time. - Benjamin Kurt Miller; Alex Cole; Gilles Louppe; Christoph Weniger (CoRR, 2020)

Truncated Marginal Neural Ratio Estimation. - Benjamin Kurt Miller; Alex Cole; Patrick Forré; Gilles Louppe; Christoph Weniger (NeurIPS, 2021)

Fast and Credible Likelihood-Free Cosmology with Truncated Marginal Neural Ratio Estimation. - Alex Cole; Benjamin Kurt Miller; Samuel J. Witte; Maxwell X. Cai; Meiert W. Grootes; Francesco Nattino; Christoph Weniger (CoRR, 2021)

Contrastive Neural Ratio Estimation. - Benjamin Kurt Miller; Christoph Weniger; Patrick Forré (NeurIPS, 2022)

swyft: Truncated Marginal Neural Ratio Estimation in Python. - Benjamin Kurt Miller; Alex Cole; Christoph Weniger; Francesco Nattino; Ou Ku; Meiert W. Grootes (J. Open Source Softw., 2022)

Balancing Simulation-based Inference for Conservative Posteriors. - Arnaud Delaunoy; Benjamin Kurt Miller; Patrick Forré; Christoph Weniger; Gilles Louppe (CoRR, 2023)

Simulation-based Inference with the Generalized Kullback-Leibler Divergence. - Benjamin Kurt Miller; Marco Federici; Christoph Weniger; Patrick Forré (CoRR, 2023)

Bayesian Simulation-based Inference for Cosmological Initial Conditions. - Florian List; Noemi Anau Montel; Christoph Weniger (CoRR, 2023)

Mean-Field Simulation-Based Inference for Cosmological Initial Conditions. - Oleg Savchenko; Florian List; Guillermo Franco Abellán; Noemi Anau Montel; Christoph Weniger (CoRR, 2024)

Tests for model misspecification in simulation-based inference: from local distortions to global model checks. - Noemi Anau Montel; James Alvey; Christoph Weniger (CoRR, 2024)

Large Physics Models: Towards a collaborative approach with Large Language Models and Foundation Models. - Kristian Gonzalez Barman; Sascha Caron; Emily Sullivan; Henk W. de Regt; Roberto Ruiz de Austri; Mieke Boon; Michael Färber 001; Stefan Fröse; Faegheh Hasibi; Andreas Ipp; Rukshak Kapoor; Gregor Kasieczka; et al. (CoRR, 2025)

Fast Sampling of Cosmological Initial Conditions with Gaussian Neural Posterior Estimation. - Oleg Savchenko; Guillermo Franco Abellán; Florian List; Noemi Anau Montel; Christoph Weniger (CoRR, 2025)

Strategic White Paper on AI Infrastructure for Particle, Nuclear, and Astroparticle Physics: Insights from JENA and EuCAIF. - Sascha Caron; Andreas Ipp; Gert Aarts; Gábor Bíró; Daniele Bonacorsi; Elena Cuoco; Caterina Doglioni; Tommaso Dorigo; Julián García Pardiñas; Stefano Giagu; Tobias Golling; Lukas Heinrich; et al. (CoRR, 2025)