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20232026
most citedStructured Neural Networks for Density Estimation and Causal Inference

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cs.LG2026

Frequentist Consistency of Prior-Data Fitted Networks for Causal Inference

Valentyn Melnychuk, Vahid Balazadeh, Stefan Feuerriegel +1

Foundation models based on prior-data fitted networks (PFNs) have shown strong empirical performance in causal inference by framing the task as an in-context learning problem. Howe…