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stat.ML2025
Flow IV: Counterfactual Inference In Nonseparable Outcome Models Using Instrumental Variables
Marc Braun, Jose M. Peña, Adel Daoud
To reach human level intelligence, learning algorithms need to incorporate causal reasoning. But identifying causality, and particularly counterfactual reasoning, remains elusive.…
stat.ML2024
Deep Learning With DAGs
Sourabh Balgi, Adel Daoud, Jose M. Peña +2
Social science theories often postulate causal relationships among a set of variables or events. Although directed acyclic graphs (DAGs) are increasingly used to represent these th…