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LLMTS

Some other nice llm for time-series repositories:

creyesp/large-time-series-model-papers

uctb/TSFM

wpf535236337/LLMs4TS

songqiang321/Time-Series-Papers

Content

Task Data Name LLM Paper Code Publication
Paper Nums:?+
TS Forecasting Time300B Time-MoE Transformer & MoE
Decoder-Only
Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts Pytorch
Stars
Forks
Arxiv 2024
Long/Short Forecasting
Imputation
Anomaly
Classification
LOTSA MOMENT Transformer
Encoder-Only
MOMENT: A Family of Open Time-series Foundation Models Pytorch
Stars
Forks
ICML 2024
TS Forecasting
probabilistic
monash
GluonTS
Moirai T5
Encoder-Only
Unified Training of Universal Time Series Forecasting Transformers Pytorch
Stars
Forks
ICML 2024
TS Forecasting
probabilistic
Google Trends
Wiki
Informer ..
TimeFM Transformer
Decoder-Only
A decoder-only foundation model for time-series forecasting Pytorch
Stars
Forks
ICML 2024
Zero TS Forecasting
probabilistic
Darts
monash
Informer
LLMTIME GPT-2
llama2-70B
Large Language Models Are Zero-Shot Time Series Forecasters Pytorch
Stars
Forks
NIPS 2023
TS Forecasting
probabilistic
monash
GluonTS
Lag-Llama llama-frame
Decoder-Only
Lag-Llama: Towards Foundation Models for Time Series Forecasting Pytorch
Stars
Forks
NIPS 2023

❗ It is highly recommended to utilize dblp and Aminer (in Chinese) to search.

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