Temporal Causal Prior-Data Fitted Networks for Panel Data with Learned Reliability Signals

Shravan Talupula, Saurabh Sharma

Estimating causal effects in industrial time series requires handling temporal dynamics, time-varying treatments, and unobserved confounders. Existing causal foundation models (Cau…