Search Results for author: Xiangdong Huang

Found 2 papers, 2 papers with code

AutoTimes: Autoregressive Time Series Forecasters via Large Language Models

1 code implementation4 Feb 2024 Yong liu, Guo Qin, Xiangdong Huang, Jianmin Wang, Mingsheng Long

Foundation models of time series have not been fully developed due to the limited availability of time series corpora and the underexploration of scalable pre-training.

Decoder In-Context Learning +3

Timer: Transformers for Time Series Analysis at Scale

1 code implementation4 Feb 2024 Yong liu, Haoran Zhang, Chenyu Li, Xiangdong Huang, Jianmin Wang, Mingsheng Long

Continuous progresses have been achieved as the emergence of large language models, exhibiting unprecedented ability in few-shot generalization, scalability, and task generality, which is however absent in time series models.

Anomaly Detection Imputation +2

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