Author

Yifan Yin

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Conference Open access Jul 2026

Causal Discovery with Inverted Self-attention for Multivariate Time Series

Causal discovery in multivariate time series data is challenging due to complex interactions, high dimensionality, and nonlinear dependencies among variables. Existing methods often struggle to capture these complexities, resulting in inaccurate causal structures. To address this issue, we propose a novel framework tha...

Yusen Liu, Yong Wang, Yifan Yin et al. · Pacific-Asia Conference on K... · 5 citations