LLMTS

Some other nice llm for time-series repositories:

creyesp/large-time-series-model-papers

uctb/TSFM

wpf535236337/LLMs4TS

songqiang321/Time-Series-Papers

https://github.com/ddz16/TSFpaper?tab=readme-ov-file#llm-large-language-model

Content

LLM Time Series Forecasting

LLM Time Series Forecasting

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	Arxiv 2024
Long/Short Forecasting Imputation Anomaly Classification	LOTSA	MOMENT	Transformer Encoder-Only	MOMENT: A Family of Open Time-series Foundation Models	Pytorch	ICML 2024
TS Forecasting probabilistic	monash GluonTS	Moirai	T5 Encoder-Only	Unified Training of Universal Time Series Forecasting Transformers	Pytorch	ICML 2024
TS Forecasting probabilistic	Google Trends Wiki Informer ..	TimeFM	Transformer Decoder-Only	A decoder-only foundation model for time-series forecasting	Pytorch	ICML 2024
TS Forecasting Few Shot Zero Shot	monash LibCity	TTM	TSMixer	Tiny Time Mixers (TTMs): Fast Pre-trained Models for Enhanced Zero/Few-Shot Forecasting of Multivariate Time Series	Pytorch	ICML 2024
TS Forecasting Few Shot Zero Shot	TimesNet_data	Time-LLM	GPT-2 llama2-7B Decoder-Only	Time-LLM: Time Series Forecasting by Reprogramming Large Language Models	Pytorch	ICLR 2024
Multi City Long/Short Few/Zero	TaxiBJ Crowd Cellular BikeNYC TrafficJN...	UniST	Transformer Encoder-Decoder	UniST: A Prompt-Empowered Universal Model for Urban Spatio-Temporal Prediction	Pytorch	KDD 2024
Cross Domain	TimesNet_data	UniTime	GPT-2 Decoder-Only	UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting	Pytorch	WWW 2024
Zero TS Forecasting probabilistic	Darts monash Informer	LLMTIME	GPT-2 llama2-70B	Large Language Models Are Zero-Shot Time Series Forecasters	Pytorch	NIPS 2023
Long/Short Few/Zero Imputation Anomaly Classification	TimesNet_data	GPT4TS	GPT-2 Decoder-Only	One Fits All: Power General Time Series Analysis by Pretrained LM	Pytorch	NIPS 2023
TS Forecasting probabilistic	monash GluonTS	Lag-Llama	llama-frame Decoder-Only	Lag-Llama: Towards Foundation Models for Time Series Forecasting	Pytorch	NIPS 2023