zhuolin li's repositories

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CMuST

[NeurIPS 2024 Oral] Repository of the CMuST paper: "Get Rid of Isolation: A Continuous Multi-task Spatio-Temporal Learning Framework"

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DHGSIM

The official implementation of Dynamic Hypergraph Structure Learning for Spatio-temporal Time Series Forecasting

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DiPE-Linear

Official implementation for "Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting" https://arxiv.org/abs/2411.17257

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Extralonger

This is the official repo for Extralonger: Toward a Unified Perspective of Spatial-Temporal Factors for Extra-Long-Term Traffic Forecasting.

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GNeuralFlow

Supporting code for the NeurIPS 2024 paper "Graph Neural Flows for Unveiling Systemic Interactions Among Irregularly Sampled Time Series".

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IIMP

Codes for "Predicting Individual Irregular Mobility via Web Search-Driven Bipartite Graph Neural Networks"

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NeurIPS24-Terra

Terra: A Multimodal Spatio-Temporal Dataset Spanning the Earth (NeurIPS24)

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PatchSTG

[SIGKDD'2025] Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective

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SSCNN

[NeurIPS 2024 Spotlight] Official Code of the paper "Parsimony or Capability? Decomposition Delivers Both in Long-term Time Series Forecasting"

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STGP

Prompt-Based Spatio-Temporal Graph Transfer Learning

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TimeDART

This is the official PyTorch implementation of the paper: Diffusion Auto-regressive Transformer for Effective Self-supervised Time Series Forecasting.

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TITAN

The offical code for 《A Time Series is Worth Five Experts: Heterogeneous Mixture of Experts for Traffic Flow Prediction》

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TPGN

Official implement for "PGN: The RNN’s New Successor is Effective for Long-Range Time Series Forecasting"(NeurIPS 2024) in PyTorch.

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WaveRoRA

implementation of WaveRoRa: Wavelet Rotary Router Attention for Multivariate Time Series Forecasting

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XST-GCNN

Explainable Spatio-Temporal GCNNs for Irregular Multivariate Time Series: Architecture and Application to ICU Patient Data

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