CausalTime: Realistically Generated Time-series for Benchmarking of Causal Discovery

Yuxiao Cheng, Ziqian Wang, Tingxiong Xiao +3

Time-series causal discovery (TSCD) is a fundamental problem of machine learning. However, existing synthetic datasets cannot properly evaluate or predict the algorithms' performan…