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Spatiotemporal adaptive attention graph convolution network for city ...


Network traffic prediction based on feature fusion spatio-temporal ...

proposed an Attention-Based Spatio-Temporal Graph Convolution Network ... spatio-temporal graph convolutional network introducing an adaptive ...

Adaptive and Interactive Multi-Level Spatio-Temporal Network for ...

• Attention based Spatial-Temporal Graph Convolutional. Networks (ASTGCN) [29]. ASTGCN designs a trend- aware self-attention module and a dynamic graph convo-.

Spatio-temporal causal graph attention network for traffic flow ...

Additionally, STCGAT introduces a proficient causal temporal correlation module that encompasses node-adaptive learning, graph convolution, as ...

TVGCN: Time-varying graph convolutional networks for multivariate ...

Spatiotemporal (ST) graph modeling has garnered increasing attention recently. Most existing methods rely on a predefined graph structure or ...

Spatial-Temporal Adaptive Graph Convolutional Network for ...

Abstract. Skeleton-based action recognition approaches usually con- struct the skeleton sequence as spatial-temporal graphs and perform graph convolution on ...

Graph learning-based spatial-temporal graph convolutional neural ...

Spatial and temporal characteristics for congested traffic on urban ... Attention based spatial-temporal graph convolutional networks for traffic flow forecasting ...

The basics of spatio-temporal graph neural networks - YouTube

Graph machine learning has become very popular in recent years in the machine learning and engineering communities.

ICML 2024 Papers

PARCv2: Physics-aware Recurrent Convolutional Neural Networks for Spatiotemporal Dynamics Modeling ... How Universal Polynomial Bases Enhance Spectral Graph ...

Adaptive Spatial-Temporal Inception Graph Convolutional Networks...

... graph node-level attention is introduced to make the model capture the heterogeneous nature of the graph adaptively. Our experiments on ...

GLA-GCN: Global-local Adaptive Graph Convolutional ... - YouTube

GLA-GCN: Global-local Adaptive Graph Convolutional Network for 3D Human Pose Estimation from Monocu.

A Spatiotemporal Graph Neural Network with Graph Adaptive and ...

A Spatiotemporal Graph Neural Network with Graph Adaptive and Attention Mechanisms for Traffic Flow Prediction ... spatiotemporal graph convolution module ...

Transformer - Paper Reading

Edge-Enhanced Dilated Residual Attention Network for Multimodal Medical Image Fusion ... Spatiotemporal Graph Neural Networks (ST-GNNs) and Transformers have ...