Author

Junghee Kim

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Open access Sep 2026

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.

Juhyun Lyu, Junghee Kim, Sang-Min Lee et al. · Applied Sciences · 0 citations