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20232026
most citedTimeGraph: Synthetic Benchmark Datasets for Robust Time-Series Causal Discovery

4 citations · 5 across the 4 of their papers we have counts for

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cs.LG2026

DCD: Decomposition-based Causal Discovery from Autocorrelated and Non-Stationary Temporal Data

Muhammad Hasan Ferdous, Ian Stockwell, Md Osman Gani

Multivariate time series in domains such as finance, climate science, and healthcare often exhibit long-term trends, seasonal patterns, and short-term fluctuations, complicating ca…