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Knowledge-Enriched Machine Learning for Tabular Data

Jun 7, 2025

The Landscape of Causal Discovery Data: Grounding Causal Discovery in Real-World Applications

May 7, 2025

Probably Approximately Correct High-dimensional Causal Effect Estimation Given a Valid Adjustment Set

May 7, 2025

Synthetic Potential Outcomes for Mixtures of Treatment Effects}

Apr 4, 2025

Causal Imputation for Counterfactual SCMs: Bridging Graphs and Latent Factor Models

Mar 7, 2024

Unpaired Multi-Domain Causal Representation Learning

Dec 10, 2023

Identifiability Guarantees for Causal Disentanglement from Soft Interventions

Dec 10, 2023

Causal Structure Discovery between Clusters of Nodes Induced by Latent Factors

Apr 11, 2022

Causal Imputation via Synthetic Interventions

Apr 11, 2022

Matching a Desired Causal State via Shift Interventions

Dec 6, 2021