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J.Y.'s Projects

balancedmse icon balancedmse

[CVPR 2022 Oral] Balanced MSE for Imbalanced Visual Regression https://arxiv.org/abs/2203.16427

deeplgr icon deeplgr

Pytorch Implementation of DeepLGR, ECML-PKDD-20

deepstn icon deepstn

Codes for AAAI 2019 DeepSTN+: Context-aware Spatial-Temporal Neural Network for Crowd Flow Prediction in Metropolis

gman icon gman

GMAN: A Graph Multi-Attention Network for Traffic Prediction (GMAN, https://fanxlxmu.github.io/publication/aaai2020/) was accepted by AAAI-2020.

gnnpapers icon gnnpapers

Must-read papers on graph neural networks (GNN)

informer2020 icon informer2020

The GitHub repository for the paper "Informer" accepted by AAAI 2021.

patchtst icon patchtst

An offical implementation of PatchTST: "A Time Series is Worth 64 Words: Long-term Forecasting with Transformers." (ICLR 2023) https://arxiv.org/abs/2211.14730

predrnn-pytorch icon predrnn-pytorch

Official implementation for NIPS'17 paper: PredRNN: Recurrent Neural Networks for Predictive Learning Using Spatiotemporal LSTMs.

pytorch-cifar100 icon pytorch-cifar100

Practice on cifar100(ResNet, DenseNet, VGG, GoogleNet, InceptionV3, InceptionV4, Inception-ResNetv2, Xception, Resnet In Resnet, ResNext,ShuffleNet, ShuffleNetv2, MobileNet, MobileNetv2, SqueezeNet, NasNet, Residual Attention Network, SENet, WideResNet)

saconvsltm icon saconvsltm

Self-Attention ConvLSTM for Spatiotemporal Prediction, described in `https://ojs.aaai.org//index.php/AAAI/article/view/6819`, test on MovingMNIST.

sen-dal icon sen-dal

Multi-modal Physiological Signals based Squeeze-and-Excitation Network with Domain Adversarial Learning for Sleep Staging

srd icon srd

Official pytorch implementation of Spatial Relation Decomposition method (AAAI 23)

stcnet icon stcnet

Source code and data for our JSAC paper

stdensenet icon stdensenet

Source code of Citywide Cellular Traffic Prediction Based on Densely Connected Convolutional Neural Networks

stdn icon stdn

Code for our Spatiotemporal Dynamic Network

step icon step

Code for our SIGKDD'22 paper Pre-training-Enhanced Spatial-Temporal Graph Neural Network For Multivariate Time Series Forecasting.

sthsl icon sthsl

Code for STHSL model proposed in Spatial-Temporal Hypergraph Self-Supervised Learning for Urban Crime Prediction in ICDE'2022

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