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lixus7 authored Nov 28, 2024
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Expand Up @@ -22,7 +22,7 @@ Some other nice llm for time-series repositories:
# [LLM Time Series Forecasting](#content)
| Task | Data | Name| LLM | Paper | Code | Publication |
| :-: | :-: | :-: | :-: | :-: | :-: | - |
| Paper Nums:100+ | <img width=150/> | <img width=220/> | <img width=150/> | | | <img width=300/> |
| Paper Nums:?+ | <img width=150/> | <img width=220/> | <img width=150/> | | | <img width=300/> |
| TS Forecasting | [monash](https://forecastingdata.org/) | Time-MoE | llama? | [Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts](https://arxiv.org/abs/2409.16040) | [Pytorch](https://github.com/Time-MoE/Time-MoE) <br>![Stars](https://img.shields.io/github/stars/Time-MoE/Time-MoE?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/Time-MoE/Time-MoE?color=critical&style=social) | Arxiv 2024
| Long/Short Forecasting <br> Imputation <br> Anomaly <br> Classification| [monash](https://forecastingdata.org/) <br> Informer ... | MOMENT | ? | [MOMENT: A Family of Open Time-series Foundation Models](https://proceedings.mlr.press/v235/goswami24a.html) | [Pytorch](https://github.com/moment-timeseries-foundation-model/moment-research) <br>![Stars](https://img.shields.io/github/stars/moment-timeseries-foundation-model/moment-research?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/moment-timeseries-foundation-model/moment-research?color=critical&style=social) | ICML 2024
| Zero TS Forecasting <br> probabilistic | Darts <br> [monash](https://forecastingdata.org/) <br> Informer | LLMTIME | GPT-2 <br> llama2-70B | [Large Language Models Are Zero-Shot Time Series Forecasters](https://openreview.net/forum?id=md68e8iZK1&noteId=BYd09USAyS) | [Pytorch](https://github.com/ngruver/llmtime) <br>![Stars](https://img.shields.io/github/stars/ngruver/llmtime?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/ngruver/llmtime?color=critical&style=social) | NIPS 2023
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