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GithubTime-Series Works and Conferences
Backlog (To do): KDD 2024, ICML 2024, IJCAI 2024 ...
Visit our GitHub Page for a better view.
Click here to jump to the Conferences page with more conference information.
Some other nice time-series repositories:
qingsongedu/awesome-AI-for-time-series-papers
xuehaouwa/Awesome-Trajectory-Prediction
I have a strong interest in time-series research. Welcome to contact me for discussions and collaborative efforts.
I am currently pursuing a doctoral degree in CSE of UNSW, Sydney, under the supervision of Prof. Flora Salim and Hao Xue. I got the master degree under the supervision of Prof. Xuan Song, Quanjun Chen and Renhe Jiang.
The task section has been completed and we will continue to update the methodology section. If you encounter any missing resources (papers/code) or errors, please don't hesitate to open an issue or make a pull request. Additionally, if you're interested in collaborating on this work, please feel free to contact me.
All papers are organized by task and methodology, including those not included in this GitHub repository, and are available for everyone to use on OneDrive and Google Drive (VPN required). The methodology section is still in progress.
To reduce repetition, some data are in abbreviated form. Some terms may not represent general interpretations and apply only to this repository.
| Full Name | Abbreviation |
|---|---|
| Adaptive GNN | AGNN |
| Attention | Attn |
| AutoRegression(RNN,GRU,LSTM) | AR |
| Controlled Differential Equations | CDE |
| Contrastive Learning | CL |
| Encoder Decoder | EncDec |
| Ensemble | Ens |
| Feature Decomposed | FeaD |
| Federated Learning | FL |
| Generative Adversarial Network | GAN |
| Graph Convolutional Network | GCN |
| Hour, Day, Week, Month, etc | HA |
| Heterogeneous GNN | HGNN |
| Multiple Graph | MGNN |
| Memory | Mem |
| Meta Learning | MetaL |
| MultiTask | MulT |
| Network Architechture Search | NAS |
| Ordinary Differential Equations | ODE |
| Statistic | Stat |
| TCN (WaveNet) | TCN |
| Temporal Graph Network | TGN |
| Transformer | Trans |
| Transfer Learning | TransL |
| Variational Auto-Encoder | VAE |
