Interventional Time Series Priors for Causal Foundation Models
arXiv:2603.11090v2 Announce Type: replace
Abstract: Prior-data fitted networks (PFNs) have emerged as powerful foundation models for tabular causal inference, yet their extension to time series remains limited by the absence of synthetic data generato…