CLeaR 2025 Conference Submissions

Local Interference: Removing Interference Bias in Semi-Parametric Causal Models
Michael O'Riordan, Ciarán Mark Gilligan-Lee
- Published: 28 Jan 2025, Last Modified: 23 Jun 2025
- CLeaR 2025 Poster
- Readers: Everyone
Controlling for discrete unmeasured confounding in nonlinear causal models
Patrick Burauel, Frederick Eberhardt, Michel Besserve
- Published: 28 Jan 2025, Last Modified: 23 Jun 2025
- CLeaR 2025 Poster
- Readers: Everyone
AGM-TE: Approximate Generative Model Estimator of Transfer Entropy for Causal Discovery
Daniel Kornai, Ricardo Silva, Nikolaos Nikolaou
- Published: 28 Jan 2025, Last Modified: 23 Jun 2025
- CLeaR 2025 Poster
- Readers: Everyone
An Asymmetric Independence Model for Causal Discovery on Path Spaces
Georg Manten, Cecilia Casolo, Søren Wengel Mogensen, Niki Kilbertus
- Published: 28 Jan 2025, Last Modified: 23 Jun 2025
- CLeaR 2025 Oral
- Readers: Everyone
Inducing Causal Structure Applied to Glucose Prediction for T1DM Patients
Ana Esponera Gómez, Giovanni Cinà
- Published: 28 Jan 2025, Last Modified: 23 Jun 2025
- CLeaR 2025 Poster
- Readers: Everyone
Optimizing Multi-Scale Representations to Detect Effect Heterogeneity Using Earth Observation and Computer Vision: Applications to Two Anti-Poverty RCTs
Fucheng Warren Zhu, Connor Thomas Jerzak, Adel Daoud
- Published: 28 Jan 2025, Last Modified: 23 Jun 2025
- CLeaR 2025 Poster
- Readers: Everyone
The Causal-Effect Score in Data Management
Felipe Azúa, Leopoldo Bertossi
- Published: 28 Jan 2025, Last Modified: 23 Jun 2025
- CLeaR 2025 Poster
- Readers: Everyone
The Landscape of Causal Discovery Data: Grounding Causal Discovery in Real-World Applications
Philippe Brouillard, Chandler Squires, Jonas Wahl, Konrad Kording, Karen Sachs, Alexandre Drouin, Dhanya Sridhar
- Published: 28 Jan 2025, Last Modified: 23 Jun 2025
- CLeaR 2025 Poster
- Readers: Everyone
Omitted Labels Induce Nontransitive Paradoxes in Causality
Bijan Mazaheri, Siddharth Jain, Matthew Cook, Jehoshua Bruck
- Published: 28 Jan 2025, Last Modified: 23 Jun 2025
- CLeaR 2025 Poster
- Readers: Everyone
Counterfactual Influence in Markov Decision Processes
Milad Kazemi, Jessica Lally, Ekaterina Tishchenko, Hana Chockler, Nicola Paoletti
- Published: 28 Jan 2025, Last Modified: 23 Jun 2025
- CLeaR 2025 Poster
- Readers: Everyone
Causal Bandits without Graph Learning
Mikhail Konobeev, Jalal Etesami, Negar Kiyavash
- Published: 28 Jan 2025, Last Modified: 23 Jun 2025
- CLeaR 2025 Oral
- Readers: Everyone
The interventional Bayesian Gaussian equivalent score for Bayesian causal inference with unknown soft interventions
Jack Kuipers, Giusi Moffa
- Published: 28 Jan 2025, Last Modified: 23 Jun 2025
- CLeaR 2025 Poster
- Readers: Everyone
Disparate Effect Of Missing Mediators On Transportability of Causal Effects
Vishwali Mhasawade, Rumi Chunara
- Published: 28 Jan 2025, Last Modified: 23 Jun 2025
- CLeaR 2025 Poster
- Readers: Everyone
Transfer learning in latent contextual bandits with covariate shift through causal transportability
Mingwei Deng, Ville Kyrki, Dominik Baumann
- Published: 28 Jan 2025, Last Modified: 23 Jun 2025
- CLeaR 2025 Poster
- Readers: Everyone
Aligning Graphical and Functional Causal Abstractions
Willem Schooltink, Fabio Massimo Zennaro
- Published: 28 Jan 2025, Last Modified: 23 Jun 2025
- CLeaR 2025 Poster
- Readers: Everyone
Bounds and Sensitivity Analysis of the Causal Effect Under Outcome-Independent MNAR Confounding
Jose Peña
- Published: 28 Jan 2025, Last Modified: 23 Jun 2025
- CLeaR 2025 Poster
- Readers: Everyone
Cross-validating causal discovery via Leave-One-Variable-Out
Daniela Schkoda, Philipp Michael Faller, Dominik Janzing, Patrick Blöbaum
- Published: 28 Jan 2025, Last Modified: 23 Jun 2025
- CLeaR 2025 Poster
- Readers: Everyone
Exact discovery is polynomial for certain sparse causal Bayesian networks
Felix Leopoldo Rios, Giusi Moffa, Jack Kuipers
- Published: 28 Jan 2025, Last Modified: 23 Jun 2025
- CLeaR 2025 Poster
- Readers: Everyone
Interpretable Neural Causal Models with TRAM-DAGs
Beate Sick, Oliver Dürr
- Published: 28 Jan 2025, Last Modified: 23 Jun 2025
- CLeaR 2025 Poster
- Readers: Everyone
Score matching through the roof: linear, nonlinear, and latent variables causal discovery
Francesco Montagna, Philipp Michael Faller, Patrick Blöbaum, Elke Kirschbaum, Francesco Locatello
- Published: 28 Jan 2025, Last Modified: 23 Jun 2025
- CLeaR 2025 Poster
- Readers: Everyone
The CausalBench challenge: A machine learning contest for gene network inference from single-cell perturbation data
Mathieu Chevalley, Jacob Sackett-Sanders, Yusuf H Roohani, Pascal Notin, Artemy Bakulin, Dariusz Brzezinski, Kaiwen Deng, Yuanfang Guan, Justin Hong, Michael Ibrahim, Wojciech Kotlowski, Marcin Kowiel, Panagiotis Misiakos, Achille Nazaret, Markus Püschel, Chris Wendler, Arash Mehrjou, Patrick Schwab
- Published: 28 Jan 2025, Last Modified: 23 Jun 2025
- CLeaR 2025 Poster
- Readers: Everyone
Actual Causation and Nondeterministic Causal Models
Sander Beckers
- Published: 28 Jan 2025, Last Modified: 23 Jun 2025
- CLeaR 2025 Poster
- Readers: Everyone
Robust Multi-view Co-expression Network Inference
Teodora Pandeva, Martijs Johannes Jonker, Leendert Hamoen, Joris Mooij, Patrick Forré
- Published: 28 Jan 2025, Last Modified: 23 Jun 2025
- CLeaR 2025 Poster
- Readers: Everyone
Encode-Decoder-based GAN for Estimating Counterfactual Outcomes under Sequential Selection Bias and Combinatorial Explosion
Yoshiyuki Norimatsu, Masaaki Imaizumi
- Published: 28 Jan 2025, Last Modified: 23 Jun 2025
- CLeaR 2025 Poster
- Readers: Everyone
Non-parametric Conditional Independence Testing for Mixed Continuous-Categorical Variables: A Novel Method and Numerical Evaluation
Oana-Iuliana Popescu, Andreas Gerhardus, Martin Rabel, Jakob Runge
- Published: 28 Jan 2025, Last Modified: 23 Jun 2025
- CLeaR 2025 Poster
- Readers: Everyone