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20242026
most citedLearning Flexible Time-windowed Granger Causality Integrating Heterogeneous Interventional Time Series Data

6 citations · 8 across the 7 of their papers we have counts for

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cs.LG2025

Learning Granger Causality under Latent Confounding via Intervention-Induced Heterogeneity

Ziyi Zhang, Shaogang Ren, Xiaoning Qian +1

Granger causality characterizes directed predictive dependencies in multivariate time series, but recovering such dependencies becomes challenging in the presence of latent confoun…