Maintaining the Status Quo: Capturing Invariant Relations for OOD Spatiotemporal Learning

Author:

Zhou Zhengyang1ORCID,Huang Qihe1ORCID,Yang Kuo1ORCID,Wang Kun1ORCID,Wang Xu1ORCID,Zhang Yudong1ORCID,Liang Yuxuan1ORCID,Wang Yang1ORCID

Affiliation:

1. University of Science and Technology of China, Hefei, China

Funder

Project of Stable Support for Youth Team in Basic Research Field, CAS

National Natural Science Foundation of China

Academic Leaders Cultivation Program, USTC

Publisher

ACM

Reference45 articles.

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2. STG2Seq: Spatial-Temporal Graph to Sequence Model for Multi-step Passenger Demand Forecasting

3. Lei Bai , Lina Yao , Can Li , Xianzhi Wang , and Can Wang . 2020 . Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting . NIPS , Vol. 33 (2020). Lei Bai, Lina Yao, Can Li, Xianzhi Wang, and Can Wang. 2020. Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting. NIPS, Vol. 33 (2020).

4. Beatrice Bevilacqua , Yangze Zhou , and Bruno Ribeiro . 2021 . Size-invariant graph representations for graph classification extrapolations . In International Conference on Machine Learning. PMLR, 837--851 . Beatrice Bevilacqua, Yangze Zhou, and Bruno Ribeiro. 2021. Size-invariant graph representations for graph classification extrapolations. In International Conference on Machine Learning. PMLR, 837--851.

5. Xu Chen , Junshan Wang , and Kunqing Xie . 2021. TrafficStream: A Streaming Traffic Flow Forecasting Framework Based on Graph Neural Networks and Continual Learning. arXiv preprint arXiv:2106.06273 ( 2021 ). Xu Chen, Junshan Wang, and Kunqing Xie. 2021. TrafficStream: A Streaming Traffic Flow Forecasting Framework Based on Graph Neural Networks and Continual Learning. arXiv preprint arXiv:2106.06273 (2021).

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