Graph-patchformer: Patch interaction transformer with adaptive graph learning for multivariate time series forecasting

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Chunyi Hou, Yongchuan Yu, Jinquan Ji, Siyao Zhang, Xumeng Shen, Jianzhuo Yan

Published: 01 Jan 2026, Last Modified: 30 Oct 2025Neural Networks 2026EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Proposing structural encodings to improve the predictor’s performance.•Designing Patch Interaction Block (NIB) to promote broad interactions among patches.•Experiments on twelve benchmarks demonstrate the effectiveness of the proposed method.