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Author

Tianqing Zhu

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Conference Open access Jul 2026

Causal Discovery with Inverted Self-attention for Multivariate Time Series

This work introduces a novel inverted causal self-attention mechanism (CSAM) that emphasizes latent and indirect causal relationships by inverting tokens and inducing sparsity in attention scores, focusing on significant causal interactions and reducing spurious correlations.

Yu-Sen Liu, Yong Wang, Yifan Yin et al. · 6 citations

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