VCDF: A Validated Consensus-Driven Framework for Time Series Causal Discovery

Gene Yu, Ce Guo, Wayne Luk

Time series causal discovery is essential for understanding dynamic systems, yet many existing methods remain sensitive to noise, non-stationarity, and sampling variability. We pro…