2 papers
cs.LG2026
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…
cs.LG2026
Robust Time Series Causal Discovery for Agent-Based Model Validation
Gene Yu, Ce Guo, Wayne Luk
Agent-Based Model (ABM) validation is crucial as it helps ensuring the reliability of simulations, and causal discovery has become a powerful tool in this context. However, current…