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Update README.md
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lixus7 authored Sep 16, 2024
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Expand Up @@ -656,7 +656,7 @@ To reduce repetition, some data are in abbreviated form. Some terms may not repr
| Task | Data | Model | Paper | Code | Publication |
| :-: | :-: | :-: | :-: | :-: | - |
| Paper Nums: 6 | <img width=90/> | | | | <img width=320/> |
| TS Generation | FRED-MD <br> NN5 Daily <br> Temp Rain <br> Solar Weekly | Diffusion-TS | [Diffusion-TS: Interpretable Diffusion for General Time Series Generation](https://openreview.net/forum?id=4h1apFjO99) | [Pytorch](https://github.com/Y-debug-sys/Diffusion-TS) <br>![Stars](https://img.shields.io/github/stars/Y-debug-sys/Diffusion-TS?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/Y-debug-sys/Diffusion-TS?color=critical&style=social) | ICLR 2024
| TS Generation | Sines <br> Stocks <br> ETTh <br> MuJoCo <br> Energy <br> Solar <br> fMRI | Diffusion-TS | [Diffusion-TS: Interpretable Diffusion for General Time Series Generation](https://openreview.net/forum?id=4h1apFjO99) | [Pytorch](https://github.com/Y-debug-sys/Diffusion-TS) <br>![Stars](https://img.shields.io/github/stars/Y-debug-sys/Diffusion-TS?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/Y-debug-sys/Diffusion-TS?color=critical&style=social) | ICLR 2024
| TS Generation | FRED-MD <br> NN5 Daily <br> Temp Rain <br> Solar Weekly | LS4 | [Deep Latent State Space Models for Time-Series Generation](https://proceedings.mlr.press/v202/zhou23i.html) | [Pytorch](https://github.com/thuwuyinjun/DGM2) <br>![Stars](https://img.shields.io/github/stars/thuwuyinjun/DGM2?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/thuwuyinjun/DGM2?color=critical&style=social) | ICML 2023
| TS Generation | He ́non maps <br> Lorenz <br> fMRI <br> EEG| CR-VAE | [Causal Recurrent Variational Autoencoder for Medical Time Series Generation](https://ojs.aaai.org/index.php/AAAI/article/view/26031) | [Pytorch](https://github.com/hongmingli1995/CR-VAE) <br>![Stars](https://img.shields.io/github/stars/hongmingli1995/CR-VAE?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/hongmingli1995/CR-VAE?color=critical&style=social) | AAAI 2023
| TS Generation | ETTh1 <br> ETTh2 <br> US Births <br> ILI| AEC-GAN | [AEC-GAN: Adversarial Error Correction GANs for Auto-Regressive Long Time-Series Generation](https://ojs.aaai.org/index.php/AAAI/article/view/26208) | [Pytorch](https://github.com/hongmingli1995/CR-VAE) <br>![Stars](https://img.shields.io/github/stars/hongmingli1995/CR-VAE?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/hongmingli1995/CR-VAE?color=critical&style=social) | AAAI 2023
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