Montagna, Francesco

7 publications

TMLR 2025 Demystifying Amortized Causal Discovery with Transformers Francesco Montagna, Max Cairney-Leeming, Dhanya Sridhar, Francesco Locatello

CLeaR 2025 Score Matching Through the Roof: Linear, Nonlinear, and Latent Variables Causal Discovery Francesco Montagna, Philipp Michael Faller, Patrick Blöbaum, Elke Kirschbaum, Francesco Locatello

ICMLW 2024 Demystifying Amortized Causal Discovery with Transformers Francesco Montagna, Max Cairney-Leeming, Dhanya Sridhar, Francesco Locatello

NeurIPS 2023 Assumption Violations in Causal Discovery and the Robustness of Score Matching Francesco Montagna, Atalanti Mastakouri, Elias Eulig, Nicoletta Noceti, Lorenzo Rosasco, Dominik Janzing, Bryon Aragam, Francesco Locatello

CLeaR 2023 Causal Discovery with Score Matching on Additive Models with Arbitrary Noise Francesco Montagna, Nicoletta Noceti, Lorenzo Rosasco, Kun Zhang, Francesco Locatello

CLeaR 2023 Scalable Causal Discovery with Score Matching Francesco Montagna, Nicoletta Noceti, Lorenzo Rosasco, Kun Zhang, Francesco Locatello

NeurIPSW 2022 Scalable Causal Discovery with Score Matching Francesco Montagna, Nicoletta Noceti, Lorenzo Rosasco, Kun Zhang, Francesco Locatello