Forecasting associations, not interventions: a preregistered causal audit of covariate-aware time series foundation models
Read the original at arxiv.org→arXiv:2610.31869v1 Announce Type: new Abstract: Covariate-aware time series foundation models (TSFMs) accept a future path for a control variable and return a forecast, inviting what-if queries. The query is...
Original headline: "Forecasting Associations, Not Interventions: A Preregistered Causal Audit of Covariate-Aware Time Series Foundation Models"
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- Oct 26, 04:00 UTC arXiv cs.LG lead source Forecasting Associations, Not Interventions: A Preregistered Causal Audit of Covariate-Aware Time Series Foundation Models