zhuolin li's repositories

SDGL

The official implementation of SDGL

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C-LoRA

CIKM'24: Channel-Aware Low-Rank Adaptation for Long-term Series Forecasting

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CapsNet

A pytorch implementation of Capsule Network.

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DCST

This is the official code release of the following paper: Yicheng Zhou et al., Make Graph Neural Networks Great Again: A Generic Integration Paradigm of Topology-Free Patterns for Traffic Speed Prediction.

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DFDGCN

Dynamic frequency domain graph convolution for traffic prediction

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DSTCGCN

Initial implementation of "DSTCGCN: Learning Dynamic Spatial-Temporal Cross Dependencies Efficiently for Traffic Forecasting"

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FEPCross

Code for ECMLPKDD'24 "Frequency Enhanced Pre-training for Cross-city Few-shot Traffic Forecasting"

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FlashST

[ICML'2024] "FlashST: A Simple and Universal Prompt-Tuning Framework for Traffic Prediction"

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GPD

The official implementation of the ICLR 24 submission entitled "Spatio-Temporal Few-Shot Learning via Diffusive Neural Network Generation".

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HimNet

[KDD'24] Official code for our paper "Heterogeneity-Informed Meta-Parameter Learning for Spatiotemporal Time Series Forecasting".

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KoVAE

Koopman VAE (KoVAE), a new generative framework that is based on a novel design for the model prior.

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LSEnet

Hyperbolic Structural Entropy for Graph Clustering

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Meta-GPS-Plus

The source code of "Meta-GPS++: Enhancing Graph Meta-Learning with Contrastive Learning and Self-Training"

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MoSSL

[IJCAI 2024] This it the official github for IJCAI24 paper "Multi-Modality Spatio-Temporal Forecasting via Self-Supervised Learning"

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MSTFCN

Official implementation for paper "Multi-mode Spatial-Temporal Data Modeling with Fully Connected Networks"

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NexuSQN

Repository for ''Contextualizing MLP-Mixers Spatiotemporally for Urban Data Forecast at Scale''

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P-GASR

CIKM2024 Physics-guided Active Sample Reweighting for Urban Flow Prediction

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TG-ODE

Official reference implementation of our paper "Temporal Graph ODEs for Irregularly-Sampled Time Series" accepted at IJCAI 24

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TRECK

Implementation of TRECK: Long-Term Traffic Forecasting With Contrastive Representation Learning published in IEEE Transactions on Intelligent Transportation Systems.

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UCTB

An Open Source Spatio-Temporal Prediction Package

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xLSTMTime

xLSTMTime for time series forecasting

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