CDTS2: Causal Downstreamer with Causally Disentangled Trend and Seasonality Time-Series Representations
CDTS2 attains the highest Interventional Robustness Score (IRS) and Disentanglement–Completeness–Informativeness (DCI) metrics, indicating that it learns causally disentangled representations that remain robust under interventions.