UAI 2025 Workshop CAR Submissions

Weakly-Supervised Abstraction for Linear Additive Models
Riccardo Massidda, Davide Bacciu, Sara Magliacane
- Published: 18 Jun 2025, Last Modified: 01 Aug 2025
- CAR @UAI 2025 Poster
- Readers: Everyone
Conditional Causal Discovery
Cixuan Zhang, Benjie Wang
- Published: 18 Jun 2025, Last Modified: 01 Aug 2025
- CAR @UAI 2025 Poster
- Readers: Everyone
Local Markov Equivalence and Local Causal Discovery for Identifying Controlled Direct Effects
Timothée Loranchet, Charles K. Assaad
- Published: 18 Jun 2025, Last Modified: 01 Aug 2025
- CAR @UAI 2025 Poster
- Readers: Everyone
Large Language Models as Tools to Improve Bayesian Causal Discovery
Bruna Bazaluk, Benjie Wang, Denis Mauá, Flavio S Correa da Silva
- Published: 18 Jun 2025, Last Modified: 01 Aug 2025
- CAR @UAI 2025 Poster
- Readers: Everyone
Identifiability in Causal Abstractions: A Hierarchy of Criteria
Clément Yvernes, Emilie Devijver, Marianne Clausel, Eric Gaussier
- Published: 18 Jun 2025, Last Modified: 01 Aug 2025
- CAR @UAI 2025 Poster
- Readers: Everyone
Learning Coarsened Causal DAG Models
Alex Markham, Pratik Misra
- Published: 18 Jun 2025, Last Modified: 01 Aug 2025
- CAR @UAI 2025 Poster
- Readers: Everyone
Nonparametric Estimation of the Average Causal Effect using the Front-door Criterion
Ana P. L. Cavalcante, Rafael Izbicki, Rafael Bassi Stern
- Published: 18 Jun 2025, Last Modified: 01 Aug 2025
- CAR @UAI 2025 Poster
- Readers: Everyone
Retrieving Classes of Causal Orders with Inconsistent Knowledge Bases
Federico Baldo, Simon Ferreira, Charles K. Assaad
- Published: 18 Jun 2025, Last Modified: 04 Sept 2025
- CAR @UAI 2025 Poster
- Readers: Everyone
Identifying Macro Causal Effects in C-DMGs over DMGs
Simon Ferreira, Charles K. Assaad
- Published: 18 Jun 2025, Last Modified: 04 Sept 2025
- CAR @UAI 2025 Poster
- Readers: Everyone
Multilinear and Linear Programs for Partially Identifiable Queries in Quasi-Markovian Structural Causal Models
João Pedro Arroyo, Denis Mauá, João Gabriel Barreto Rodrigues, Daniel A. E. Lawand, Junkyu Lee, Radu Marinescu, Alexander G. Gray, Eduardo Rocha Laurentino, Fabio Cozman
- Published: 18 Jun 2025, Last Modified: 01 Aug 2025
- CAR @UAI 2025 Poster
- Readers: Everyone
Structural Causal Bottleneck Models
Simon Bing, Jonas Wahl, Jakob Runge
- Published: 18 Jun 2025, Last Modified: 01 Aug 2025
- CAR @UAI 2025 Poster
- Readers: Everyone
Towards MFACBO: Multi-Fidelity Abstraction Causal Bayesian Optimization in the Context of the Abstraction-Fidelity Connection
Jakob Zeitler
- Published: 18 Jun 2025, Last Modified: 01 Aug 2025
- CAR @UAI 2025 Poster
- Readers: Everyone
Bayesian Hierarchical Invariant Prediction
Francisco Madaleno, Pernille Julie Viuff Sand, Francisco C. Pereira, Sergio Hernan Garrido Mejia
- Published: 18 Jun 2025, Last Modified: 01 Aug 2025
- CAR @UAI 2025 Poster
- Readers: Everyone
Towards Causal Representation Learning with Observable Sources as Auxiliaries
Kwonho Kim, Heejeong Nam, Inwoo Hwang, Sanghack Lee
- Published: 18 Jun 2025, Last Modified: 01 Aug 2025
- CAR @UAI 2025 Poster
- Readers: Everyone
Intervening to learn and compose disentangled representations
Alex Markham, Jeri A. Chang, Isaac Hirsch, Liam Solus, Bryon Aragam
- Published: 18 Jun 2025, Last Modified: 01 Aug 2025
- CAR @UAI 2025 Poster
- Readers: Everyone
Learning Nonlinear Causal Reductions to Explain Reinforcement Learning Policies
Armin Kekić, Jan Schneider, Dieter Büchler, Bernhard Schölkopf, Michel Besserve
- Published: 18 Jun 2025, Last Modified: 01 Aug 2025
- CAR @UAI 2025 Poster
- Readers: Everyone
Abstracting Latent Selection in Structural Causal Models
Leihao Chen, Onno Zoeter, Joris M. Mooij
- Published: 18 Jun 2025, Last Modified: 01 Aug 2025
- CAR @UAI 2025 Poster
- Readers: Everyone