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Large time series model papers

Name Institution Date Dataset Size Code
TimeFM: A decoder-only foundation model for time-series forecasting Google Oct 2023 2B 200M checkpoint
TimeGPT-1 Nixtla Oct 2023 100B
MOMENT: A Family of Open Time-series Foundation Models CMU Feb 2024 code
MOIRAI: Unified Training of Universal Time Series Forecasting Transformers SalesforceAI Feb 2024 27B 14m, 91m, 311m checkpoint blog
ForecastPFN
Lag-Llama 1B
Tiny Time Mixers (TTMs)
LLMTime
Chronos Amazon March 2024 8M, 20M, 46M, 200M, 710M code
VISIONTS Saleforce Agust 2024
TIME-MOE: BILLION-SCALE TIME SERIES FOUNDATION MODELS WITH MIXTURE OF EXPERTS `` Oct 2024 code