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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Rong-Cong Wang

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Open access Sep 2026

FCTGE: fractal-causal temporal graph embedding for unified time series representation learning

A novel fractal–causal temporal graph embedding (FCTGE) framework is proposed, which unifies multiscale fractal temporal dynamics, time-lagged causal interactions, and variable-level statistical characteristics within a unified graph-based representation learning paradigm.

Ying Zhang, Rong-Cong Wang, Yu-Rong Liu et al. · 0 citations

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