LightPath: Lightweight and Scalable Path Representation Learning

Author:

Yang Sean Bin1ORCID,Hu Jilin2ORCID,Guo Chenjuan2ORCID,Yang Bin2ORCID,Jensen Christian S.1ORCID

Affiliation:

1. Aalborg University, Aalborg, Denmark

2. East China Normal University, Shanghai, China

Funder

This work was supported in part by Independent Research Fund Denmark under agreements 8022-00246B and 8048-00038B, the VILLUM FONDEN under agreements 34328 and 40567.

Publisher

ACM

Reference43 articles.

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2. Dmitrii Babaev Nikita Ovsov Ivan Kireev Mariya Ivanova Gleb Gusev Ivan Nazarov and Alexander Tuzhilin. 2022. CoLES: Contrastive Learning for Event Sequences with Self-Supervision. In SIGMOD. 1190--1199. Dmitrii Babaev Nikita Ovsov Ivan Kireev Mariya Ivanova Gleb Gusev Ivan Nazarov and Alexander Tuzhilin. 2022. CoLES: Contrastive Learning for Event Sequences with Self-Supervision. In SIGMOD. 1190--1199.

3. David Campos , Miao Zhang , Bin Yang , Tung Kieu , Chenjuan Guo , and Christian S . Jensen . 2023 . LightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation. SIGMOD ( 2023). David Campos, Miao Zhang, Bin Yang, Tung Kieu, Chenjuan Guo, and Christian S. Jensen. 2023. LightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation. SIGMOD (2023).

4. Robust Road Network Representation Learning

5. Zebin Chen Xiaolin Xiao Yue-Jiao Gong Jun Fang Nan Ma Hua Chai and Zhiguang Cao. 2022. Interpreting Trajectories from Multiple Views: A Hierarchical Self-Attention Network for Estimating the Time of Arrival. In KDD. 2771--2779. Zebin Chen Xiaolin Xiao Yue-Jiao Gong Jun Fang Nan Ma Hua Chai and Zhiguang Cao. 2022. Interpreting Trajectories from Multiple Views: A Hierarchical Self-Attention Network for Estimating the Time of Arrival. In KDD. 2771--2779.

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