Embedding Foundation Model Predictions in Discrete-Choice Models with Structural Guarantees

Tabular foundation models achieve strong accuracy on choice prediction tasks, but their predictions often violate the economic logic those tasks require: raising a price can increase predicted demand, implied willingness-to-pay estimates are frequently negative or implausible, and unavailable altern…

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