1 code implementation • 19 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.
1 code implementation • 23 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.
no code implementations • 5 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.
no code implementations • 9 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.