4 citations · 7 across the 5 of their papers we have counts for
5 papers · 1 filter
Dynamic Localisation of Spatial-Temporal Graph Neural Network
Wenying Duan, Shujun Guo, Wei huang +2
Spatial-temporal data, fundamental to many intelligent applications, reveals dependencies indicating causal links between present measurements at specific locations and historical…
Pre-Training Identification of Graph Winning Tickets in Adaptive Spatial-Temporal Graph Neural Networks
Wenying Duan, Tianxiang Fang, Hong Rao +1
In this paper, we present a novel method to significantly enhance the computational efficiency of Adaptive Spatial-Temporal Graph Neural Networks (ASTGNNs) by introducing the conce…
Minimalist Traffic Prediction: Linear Layer Is All You Need
Wenying Duan, Hong Rao, Wei Huang +1
Traffic prediction is essential for the progression of Intelligent Transportation Systems (ITS) and the vision of smart cities. While Spatial-Temporal Graph Neural Networks (STGNNs…
Localised Adaptive Spatial-Temporal Graph Neural Network
Wenying Duan, Xiaoxi He, Zimu Zhou +2
Spatial-temporal graph models are prevailing for abstracting and modelling spatial and temporal dependencies. In this work, we ask the following question: whether and to what exten…
Combating Distribution Shift for Accurate Time Series Forecasting via Hypernetworks
Wenying Duan, Xiaoxi He, Lu Zhou +2
Time series forecasting has widespread applications in urban life ranging from air quality monitoring to traffic analysis. However, accurate time series forecasting is challenging…