Philipp Michael Faller

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 7

Top Topics

Causal Discovery

Conditional Independence

Top Venues

Publications

Philipp Michael Faller, Leena C. Vankadara, Atalanti-Anastasia Mastakouri, Francesco Locatello, Dominik Janzing
Self-Compatibility: Evaluating Causal Discovery without Ground Truth. AISTATS (2024)
Francesco Montagna, Philipp Michael Faller, Patrick Blöbaum, Elke Kirschbaum, Francesco Locatello
Score matching through the roof: linear, nonlinear, and latent variables causal discovery. CoRR (2024)
Dominik Janzing, Patrick Blöbaum, Atalanti-Anastasia Mastakouri, Philipp Michael Faller, Lenon Minorics, Kailash Budhathoki
Quantifying intrinsic causal contributions via structure preserving interventions. AISTATS (2024)
Dominik Janzing, Philipp Michael Faller, Leena Chennuru Vankadara
Reinterpreting causal discovery as the task of predicting unobserved joint statistics. CoRR (2023)
Philipp Michael Faller, Leena Chennuru Vankadara, Atalanti-Anastasia Mastakouri, Francesco Locatello, Dominik Janzing
Self-Compatibility: Evaluating Causal Discovery without Ground Truth. CoRR (2023)
Leena Chennuru Vankadara, Philipp Michael Faller, Michaela Hardt, Lenon Minorics, Debarghya Ghoshdastidar, Dominik Janzing
Causal forecasting: generalization bounds for autoregressive models. UAI (2022)
Leena Chennuru Vankadara, Philipp Michael Faller, Lenon Minorics, Debarghya Ghoshdastidar, Dominik Janzing
Causal Forecasting: Generalization Bounds for Autoregressive Models. CoRR (2021)