An open-source framework for Time_Series_Analysis, based on PyTorch

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Works Maintained in this GitHub

• HGTS-Former: Hierarchical HyperGraph Transformer for Multivariate Time Series Analysis, Xiao Wang, Hao Si, Fan Zhang, Xiaoya Zhou, Dengdi Sun, Wanli Lyu, Qingquan Yang, Jin Tang, arXiv:2508.02411 [Paper]

Video Tutorial

• 清华大学软件学院长聘副教授龙明盛：Timer 3.0 已经成为了“满血版”的时序大模型 [URL]

Source code

• [OpenLTM] is an open codebase aiming to provide a pipeline to develop and evaluate large time-series models.

• [Time-Series-Library] is an open-source library for deep learning researchers, especially for deep time series analysis.