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20242026
most citedWavelet-based Disentangled Adaptive Normalization for Non-stationary Times Series Forecasting

1 citations · 1 across the 7 of their papers we have counts for

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cs.LG2024

TraffiDent: A Dataset for Understanding the Interplay Between Traffic Dynamics and Incidents

Xiaochuan Gou, Ziyue Li, Tian Lan +6

Long-separated research has been conducted on two highly correlated tracks: traffic and incidents. Traffic track witnesses complicating deep learning models, e.g., to push the pred…

stat.ME2024

MultiFun-DAG: Multivariate Functional Directed Acyclic Graph

Tian Lan, Ziyue Li, Junpeng Lin +6

Directed Acyclic Graphical (DAG) models efficiently formulate causal relationships in complex systems. Traditional DAGs assume nodes to be scalar variables, characterizing complex…