2025
Learning Causal Response Representations through Direct Effect Analysis
UAI 2025
We propose a novel approach for learning causal response representations. Our method aims to extract directions in which a multidimensional outcome is most directly caused by a treatment variable. By bridging conditional independence testing with causal representation learning, we formulate an optim