UAI 2024 Workshop Causal Submissions

Fair Risk Minimization under Causal Path-Specific Effect Constraints
Razieh Nabi, David Benkeser
- Published: 05 Jul 2024, Last Modified: 05 Jul 2024
- Causal@UAI2024 Poster
- Readers: Everyone
The central role of the mediator process in mediation analysis
Caleb H Miles
- Published: 05 Jul 2024, Last Modified: 05 Jul 2024
- Causal@UAI2024 Poster
- Readers: Everyone
Estimating Causal Effects from Learned Causal Networks
Anna K Raichev, Jin Tian, Alexander Ihler, Rina Dechter
- Published: 05 Jul 2024, Last Modified: 05 Jul 2024
- Causal@UAI2024 Poster
- Readers: Everyone
Towards Principled Representation Learning to Improve Overlap in Treatment Effect Estimation
Oscar Clivio, David Bruns-Smith, Avi Feller, Christopher C. Holmes
- Published: 05 Jul 2024, Last Modified: 05 Jul 2024
- Causal@UAI2024 Poster
- Readers: Everyone
On the Role of Control in Auditing Risk Prediction Tools
Vijay Keswani
- Published: 05 Jul 2024, Last Modified: 05 Jul 2024
- Causal@UAI2024 Poster
- Readers: Everyone
Graph Neural Networks for Probabilistic Causal Discovery
Rezaur Rashid, Gabriel Terejanu
- Published: 05 Jul 2024, Last Modified: 05 Jul 2024
- Causal@UAI2024 Poster
- Readers: Everyone
Difference graph over two populations: Implicit Difference Inference algorithm
Daria Bystrova, Emilie Devijver, Vardan Manucharian, Julie Mondet, Pascal Mossuz
- Published: 05 Jul 2024, Last Modified: 05 Jul 2024
- Causal@UAI2024 Oral
- Readers: Everyone
Causal Inference Explanations for Graph Neural Networks
Sahil Satish Kumar, Claudia Soares
- Published: 05 Jul 2024, Last Modified: 05 Jul 2024
- Causal@UAI2024 Poster
- Readers: Everyone
Toward a more transparent causal representation learning
Mouad El Bouchattaoui, Myriam Tami, BENOIT LEPETIT, Paul-Henry Cournède
- Published: 05 Jul 2024, Last Modified: 05 Jul 2024
- Causal@UAI2024 Poster
- Readers: Everyone
Causal Criterion for Multivariate Correlation under Postselection
Marina Maciel Ansanelli, Daniel Centeno, Elie Wolfe, Matt Jones, Matthew F. Pusey
- Published: 05 Jul 2024, Last Modified: 05 Jul 2024
- Causal@UAI2024 Poster
- Readers: Everyone
Causal Dependence Plots for Interpretable Machine Learning
Joshua R. Loftus, Lucius E.J. Bynum, Sakina Hansen
- Published: 05 Jul 2024, Last Modified: 05 Jul 2024
- Causal@UAI2024 Poster
- Readers: Everyone
Bayesian estimation of causal effects from observational categorical data
Vera Kvisgaard, Johan Pensar
- Published: 05 Jul 2024, Last Modified: 05 Jul 2024
- Causal@UAI2024 Poster
- Readers: Everyone
Interchange Intervention Training Applied to Post-meal Glucose Prediction for Type 1 Diabetes Mellitus Patients
Ana Esponera Gómez, Giovanni Cinà
- Published: 05 Jul 2024, Last Modified: 05 Jul 2024
- Causal@UAI2024 Poster
- Readers: Everyone
Counterfactual Effect Decomposition in Multi-Agent Sequential Decision Making
Stelios Triantafyllou, Aleksa Sukovic, Yasaman Zolfimoselo, Goran Radanovic
- Published: 05 Jul 2024, Last Modified: 05 Jul 2024
- Causal@UAI2024 Poster
- Readers: Everyone
Evaluating the Robustness of Causal Discovery Algorithms with Observations and Interventions in VNF Deployments
Tianzhu Zhang, Davide Rinaldi, Fabio Pianese, Armen Aghasaryan
- Published: 05 Jul 2024, Last Modified: 05 Jul 2024
- Causal@UAI2024 Poster
- Readers: Everyone
SNAP: Sequential Non-Ancestor Pruning for Targeted Causal Effect Estimation With an Unknown Graph
Mátyás Schubert, Tom Claassen, Sara Magliacane
- Published: 05 Jul 2024, Last Modified: 05 Jul 2024
- Causal@UAI2024 Poster
- Readers: Everyone
PAC Style Guarantees for Doubly Robust Generalized Front-Door Estimator
Yuhao Wang, Arnab Bhattacharyya, Jin Tian, N. V. Vinodchandran
- Published: 05 Jul 2024, Last Modified: 05 Jul 2024
- Causal@UAI2024 Oral
- Readers: Everyone
On Differentiable Bayesian Causal Structure Learning
Simon Rittel, Sebastian Tschiatschek
- Published: 05 Jul 2024, Last Modified: 05 Jul 2024
- Causal@UAI2024 Poster
- Readers: Everyone
Preventing spurious interactions in tree-based metalearners
Roger Pros, Jordi Vitria
- Published: 05 Jul 2024, Last Modified: 05 Jul 2024
- Causal@UAI2024 Poster
- Readers: Everyone
Causal Identification with Relaxed Positivity
Inwoo Hwang, Yesong Choe, Yeahoon Kwon, Sanghack Lee
- Published: 05 Jul 2024, Last Modified: 05 Jul 2024
- Causal@UAI2024 Poster
- Readers: Everyone
Partial identification and efficient estimation for the stratum-specific probability of benefit with thresholds on a continuous outcome
Johan de Aguas, Sebastian Krumscheid, Johan Pensar, Guido Biele
- Published: 05 Jul 2024, Last Modified: 05 Jul 2024
- Causal@UAI2024 Oral
- Readers: Everyone
Simulation-based Benchmarking for Causal Structure Learning in Gene Perturbation Experiments
Luka Kovačević, Izzy Newsham, Sach Mukherjee, John C Whittaker
- Published: 05 Jul 2024, Last Modified: 05 Jul 2024
- Causal@UAI2024 Poster
- Readers: Everyone
RCPC: A Sound Causal Discovery Algorithm under Orientation Unfaithfulness
Kenneth Lee, Murat Kocaoglu
- Published: 05 Jul 2024, Last Modified: 10 Jul 2024
- Causal@UAI2024 Poster
- Readers: Everyone
A Sparsity Principle for Partially Observable Causal Representation Learning
Danru Xu, Dingling Yao, Sebastien Lachapelle, Perouz Taslakian, Julius von Kügelgen, Francesco Locatello, Sara Magliacane
- Published: 05 Jul 2024, Last Modified: 05 Jul 2024
- Causal@UAI2024 Poster
- Readers: Everyone
MSE-optimal adjustment sets in linear Gaussian causal models with finite sample size
Nadja Rutsch, Sara Magliacane, Stéphanie L. van der Pas
- Published: 05 Jul 2024, Last Modified: 05 Jul 2024
- Causal@UAI2024 Poster
- Readers: Everyone