Forecasting Associations, Not Interventions: A Preregistered Causal Audit of Covariate-Aware Time Series Foundation Models

arXiv:2610.31869 · cs.LG · Submitted 2026-10-22 · Read on arXiv

cs.LG

Submitted: 2026-10-22

Updated: 2026-10-22

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