Search Results for author: Lincan Li

Found 4 papers, 2 papers with code

STG-Mamba: Spatial-Temporal Graph Learning via Selective State Space Model

1 code implementation19 Mar 2024 Lincan Li, Hanchen Wang, Wenjie Zhang, Adelle Coster

In this work, we introduce Spatial-Temporal Graph Mamba (STG-Mamba) as the first exploration of leveraging the powerful selective state space models for STG learning by treating STG Network as a system, and employing the Graph Selective State Space Block (GS3B) to precisely characterize the dynamic evolution of STG networks.

Computational Efficiency Graph Learning

Data-Centric Evolution in Autonomous Driving: A Comprehensive Survey of Big Data System, Data Mining, and Closed-Loop Technologies

1 code implementation23 Jan 2024 Lincan Li, Wei Shao, Wei Dong, Yijun Tian, Qiming Zhang, Kaixiang Yang, Wenjie Zhang

There has been a huge bottleneck regarding the upper bound of autonomous driving algorithm performance, a consensus from academia and industry believes that the key to surmount the bottleneck lies in data-centric autonomous driving technology.

Autonomous Driving

STS-CCL: Spatial-Temporal Synchronous Contextual Contrastive Learning for Urban Traffic Forecasting

no code implementations5 Jul 2023 Lincan Li, Kaixiang Yang, Fengji Luo, Jichao Bi

Efficiently capturing the complex spatiotemporal representations from large-scale unlabeled traffic data remains to be a challenging task.

Contrastive Learning STS

Reinforcement Learning-Based Joint Self-Optimisation Method for the Fuzzy Logic Handover Algorithm in 5G HetNets

no code implementations9 Jun 2020 Qianyu Liu, Chiew Foong Kwong, Sun Wei, Sijia Zhou, Lincan Li

Motivated by the concept of self-organisation networks (SON), this study developed a self-optimised triggering mechanism to enable automated network maintenance and enhance user mobility robustness in 5G-HetNets.

Clustering Management +1

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