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Category:All HeadlinesWorld & GeopoliticsMarkets & EconomyTech & AIPoliticsSearch results for: "Spatial-temporal graph ne" (30 stories)

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Hierarchical spatio-temporal graph network for risk prediction
Lead StoryNaturegeneral
Dec 30, 2025

Hierarchical spatio-temporal graph network for risk prediction

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE5ENEh5ZjlfUTZFRUprUUhYUno4d2dxQU9WTWwxclhOeFNCdUFWdFVLU3VzTEdtcFU2TThWcUVPVGJCWEpBMHpHVGFpVm1PdkNXTTlPLXlhdjdhVTkxUjZz?oc=5" target="_blank">Hierarchical spatio-temporal graph network for risk prediction</a>  <font color="#6f6f6f">Nature</font>

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Search Results for "Spatial-temporal graph ne"

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Graph Learning–Based Spatial–Temporal Graph Convolutional Neural Network for Overlap Detection and Optimal Link-State Routing for Effective Data Transmission in Visual Sensor Network
Wiley Online Librarygeneral

Graph Learning–Based Spatial–Temporal Graph Convolutional Neural Network for Overlap Detection and Optimal Link-State Routing for Effective Data Transmission in Visual Sensor Network

<a href="https://news.google.com/rss/articles/CBMiakFVX3lxTE40aXBZNXBDc0YxR24tTjhQZ2p2RVVuWU5tMnBkemw2aml3SFd3R1JvcmtMT3JVZmlueWNqZFZBYUxqWnhnRUhUWHlTdmMtSlhXMGRSeEVYdE1hNzBrSWQ2dW9QbThHLW1fZEE?oc=5" target="_blank">Graph Learning–Based Spatial–Temporal Graph Convolutional Neural Network for Overlap Detection and Optimal Link-State Routing for Effective Data Transmission in Visual Sensor Network</a>  <font color="#6f6f6f">Wiley Online Library</font>

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DMSTG-AD: an SDN intrusion detection method based on dynamic multi-scale spatio-temporal graph neural network
Naturegeneral

DMSTG-AD: an SDN intrusion detection method based on dynamic multi-scale spatio-temporal graph neural network

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE1zTlhhb1Nqdi1RbE5NRjRZMVhPZk4zbG91YWVUY3JPZ1JQOWM0bzZyR0NEdE9hMzZzUmJFYjlTb0JRSDZnY0pfNnNLeFJ6TUdFNEw0VDhmMDB2dU9FVHRZ?oc=5" target="_blank">DMSTG-AD: an SDN intrusion detection method based on dynamic multi-scale spatio-temporal graph neural network</a>  <font color="#6f6f6f">Nature</font>

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6G conditioned spatiotemporal graph neural networks for real time traffic flow prediction
Naturegeneral

6G conditioned spatiotemporal graph neural networks for real time traffic flow prediction

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE50R3pNdmdqQ0JIMGtOVDlCbGNId3RJSmo0Tm5IVUUxTERLM2ZHUi1qS2hYV1ViR3QtNXhpSldNNlo0cUI5OU9ub09MN1RQM1kzMWVTNzZyQmVNaGJka3VV?oc=5" target="_blank">6G conditioned spatiotemporal graph neural networks for real time traffic flow prediction</a>  <font color="#6f6f6f">Nature</font>

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FloodGNN-GRU: a spatio-temporal graph neural network for flood prediction
Cambridge University Press & Assessmentgeneral

FloodGNN-GRU: a spatio-temporal graph neural network for flood prediction

<a href="https://news.google.com/rss/articles/CBMiigJBVV95cUxOMUVxaUtrVTFfNUJ6dU5WN19iYzVtZjRYbWI3RllCMzg0N2QyZ1BURnZnU3hwVE9wd3BzWWkzYWFSQ1Z1VVBXcGRlS2tuZnJ3ajNfQVozZlFnOC05MDlxSWFhb2lOd2pJVlZPbUZHZkNibzJRTE85dHhvY0RVT1lnTm5CTFBtcGZGZW9MVk9sQ2lNSkVqaFAxZDVwdTJXQnhULV9tMVRvTmdRcDJiWnUwMVJ5a2tORUthZnpNREJhQ2ZzYlhoVlVqZ2NNWjg4UEh0Y2JUVk0yaUFWX1RoLWFQd2JiMjQ1MnVVVXZFMDJpRWQzZzdsUWpmOG94TF80NVZPQjBrdUhWeXRWQQ?oc=5" target="_blank">FloodGNN-GRU: a spatio-temporal graph neural network for flood prediction</a>  <font color="#6f6f6f">Cambridge University Press & Assessment</font>

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Causal inference-integrated temporal graph convolutional networks for dynamic prediction and optimization of enterprise total factor productivity
Naturegeneral

Causal inference-integrated temporal graph convolutional networks for dynamic prediction and optimization of enterprise total factor productivity

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTFA2Sm9XbGF4d1RINV84eURTTmNLTFJnZk5teTUwajZpMUhadFBDZzJHQXM2TmE2b3NTR0lDUUtFRFZQTVhEYWhSVjVGeWtKWUFNaU5LZDd5Q3hJdllqNGdV?oc=5" target="_blank">Causal inference-integrated temporal graph convolutional networks for dynamic prediction and optimization of enterprise total factor productivity</a>  <font color="#6f6f6f">Nature</font>

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Dual-branch spatio-temporal graph network for bearing fault diagnosis
Naturegeneral

Dual-branch spatio-temporal graph network for bearing fault diagnosis

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTFBpczhyRkdxOHlTNW5yUUFKVWR2U0hXOHFHQVNUZ2xkQ2pPaW1jQTNFS3FnUjdvcmhFbHdYQXh0WTZzcGFUOVZ0MW5OZ0xlQkNsUGE0c3BVd3pWeFdWUXA0?oc=5" target="_blank">Dual-branch spatio-temporal graph network for bearing fault diagnosis</a>  <font color="#6f6f6f">Nature</font>

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Adaptive spatiotemporal graph learning for multi-horizon probabilistic wind power forecasting
Naturegeneral

Adaptive spatiotemporal graph learning for multi-horizon probabilistic wind power forecasting

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE9fNUdDLTZoSGFpRjZXclpHU3FXUi1HT1oyd0JJMmVCQzZhZFZmZjRQN0tXYUVSQnVTc01iTDZMQlBLekttazJlWEx4TloxMDVleDNoaURlVGdXWUIwTWdn?oc=5" target="_blank">Adaptive spatiotemporal graph learning for multi-horizon probabilistic wind power forecasting</a>  <font color="#6f6f6f">Nature</font>

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Optimization of water-saving irrigation decision using dynamic spatiotemporal graph neural networks
Naturegeneral

Optimization of water-saving irrigation decision using dynamic spatiotemporal graph neural networks

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE5PdkgxZlY0cG5SUGgyM2lqdHplbC1rRHo2V3VYaHVYNGlQQTlFV09ESFFRaE1hZExEOG94STh0d2hMaldfRHZBamhYTkN4NjcyZEttWUNrWUhBdk0tblVv?oc=5" target="_blank">Optimization of water-saving irrigation decision using dynamic spatiotemporal graph neural networks</a>  <font color="#6f6f6f">Nature</font>

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Moving from table to graph in physics-informed spatio-temporal symbolic regression
Naturegeneral

Moving from table to graph in physics-informed spatio-temporal symbolic regression

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTFBMVkR0YVJ2cVVQcHJHSS1qSmJmWmEtVDVKUTJXdVhDeWQzdGE1YlZrZnRvdmNNSVBPSTY5VWxjX2pVdzQzVXZqRC1VYlhib0pzWXdqQWRsZTlCVUJTalVJ?oc=5" target="_blank">Moving from table to graph in physics-informed spatio-temporal symbolic regression</a>  <font color="#6f6f6f">Nature</font>

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Gaussian dual adjacency graph based spatial correlated and temporal time dependent traffic prediction in Bangalore City
Naturegeneral

Gaussian dual adjacency graph based spatial correlated and temporal time dependent traffic prediction in Bangalore City

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTFAwZ0liNTVfNTJzRVJsTUQyV0NTYkhzVnN5aFlJZDR6TVJ3ak5mMUota3F6ZVp5dzYzZzB3MW91Q09sUjUyLU0yWHlMU1hnOUhlNkdDaE9tVncxVHhqR2lj?oc=5" target="_blank">Gaussian dual adjacency graph based spatial correlated and temporal time dependent traffic prediction in Bangalore City</a>  <font color="#6f6f6f">Nature</font>

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A hybrid intrusion detection model based on dynamic spatial-temporal graph neural network in in-vehicle networks
Naturegeneral

A hybrid intrusion detection model based on dynamic spatial-temporal graph neural network in in-vehicle networks

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE55dWR1SEx0eHZUSVAwUXdJWFptUFoyM0lhRkRFcG02NUJXOTNUYk1GX2Q4Z0hhNlRrWm1ydXZDd2VFYU41LVlZYXBFN0dnUnUxQl9rQlAyX3ZPMXVYQl80?oc=5" target="_blank">A hybrid intrusion detection model based on dynamic spatial-temporal graph neural network in in-vehicle networks</a>  <font color="#6f6f6f">Nature</font>

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Spatial-temporal graph neural networks for groundwater data
Natureworld

Spatial-temporal graph neural networks for groundwater data

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE04a29nWFBnaFJzenF2VUU4dGV1ZjlDNGxPb05Pa3NpWExTUGl3YnlBU0ZUbkI2SlJuZkdyeUFrMDhIN0prMHdCeEVLQWstYUtvbjlRTzdZSWlkZ0h3d3Y4?oc=5" target="_blank">Spatial-temporal graph neural networks for groundwater data</a>  <font color="#6f6f6f">Nature</font>

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Linear attention based spatiotemporal multi graph GCN for traffic flow prediction
Naturegeneral

Linear attention based spatiotemporal multi graph GCN for traffic flow prediction

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE5NRG1acXBuVEFfdVJ1VnM0UThJMDZsR0FOTHRiaE9EMWdyVGZVdW1GUGlKLTlPYnJFYk11SzhiWXdTWmdaSlBIdFAtQjJ0ZVNJcGZ5dlI5Nk0wVWV2SmZZ?oc=5" target="_blank">Linear attention based spatiotemporal multi graph GCN for traffic flow prediction</a>  <font color="#6f6f6f">Nature</font>

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A security-oriented four-factor spatio-temporal framework for assessing and mitigating traffic congestion risks
Naturegeneral

A security-oriented four-factor spatio-temporal framework for assessing and mitigating traffic congestion risks

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE5aZkR3anhMb2JYT3JnOC1iR3VIY1NNMGlQUEJMZEJ1eDlsWXZaM0tmRjV3VE96ZEJFZEw1Z1hTWW9BZk10VkdJc29vbEM4aDRjTjF6Y0tXMkRLR0VQcFlV?oc=5" target="_blank">A security-oriented four-factor spatio-temporal framework for assessing and mitigating traffic congestion risks</a>  <font color="#6f6f6f">Nature</font>

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Spatio-temporal envolutional graph neural network for traffic flow prediction in UAV-based urban traffic monitoring system
Naturegeneral

Spatio-temporal envolutional graph neural network for traffic flow prediction in UAV-based urban traffic monitoring system

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE5Jd1dWWTdCek54WHczaVdFQUhfUHMtWXRTaG9nTU9BN3N4X3ZnUFcwUUVld1NYaWxWX2daal90MlRKRjdtMU1aTjVxVE1yN19pWWd1MkVRZmJUWkZqWTlJ?oc=5" target="_blank">Spatio-temporal envolutional graph neural network for traffic flow prediction in UAV-based urban traffic monitoring system</a>  <font color="#6f6f6f">Nature</font>

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Dynamic low-altitude airspace partitioning and management strategy optimization based on graph neural networks and spatial cognitive constraints
Naturetech

Dynamic low-altitude airspace partitioning and management strategy optimization based on graph neural networks and spatial cognitive constraints

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE1UamZnVk91dEZtaURXMjM5RmtZekhUUFhxVURMa290UnlXR081cmpLZlNEc1JOcFVLT1h5RlY0RE1UNnJfc0lsUGcwcUk3T2tLVk9ocWp4Qlo5SW5TZmFj?oc=5" target="_blank">Dynamic low-altitude airspace partitioning and management strategy optimization based on graph neural networks and spatial cognitive constraints</a>  <font color="#6f6f6f">Nature</font>

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Highway traffic flow prediction model with multi-component spatial–temporal graph convolution networks
Naturegeneral

Highway traffic flow prediction model with multi-component spatial–temporal graph convolution networks

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE9rU21fcUs1eU0xZ2lJS1VOWXdOVlFDZnE5RUJkYmRjWnlSeXozUWYyN255STlxQzhyQXVEUzB5N3d5UGJiY1ZKQW0xUVg5UC1tZmhPajRzRlVFcEgtQjFB?oc=5" target="_blank">Highway traffic flow prediction model with multi-component spatial–temporal graph convolution networks</a>  <font color="#6f6f6f">Nature</font>

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A framework for spatial-temporal cluster evolution representation and analysis based on graphs
Naturegeneral

A framework for spatial-temporal cluster evolution representation and analysis based on graphs

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE84ZWFqV203cmthYkl1RmZ3cnJua09xX1c3cmlaWUhIa0diWnNNT0F6cnpCdDNHbnM1alZ2cm5oWDBqLU0yZHpHa2l1cG5wR20wRXFMWkE1dTg0VklVYjZn?oc=5" target="_blank">A framework for spatial-temporal cluster evolution representation and analysis based on graphs</a>  <font color="#6f6f6f">Nature</font>

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Combining graph neural networks and spatio-temporal disease models to improve the prediction of weekly COVID-19 cases in Germany
Naturegeneral

Combining graph neural networks and spatio-temporal disease models to improve the prediction of weekly COVID-19 cases in Germany

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTFBkd3RNektva3h3alMtdDg0aGxJOEJqNWFTdVpkc3VQSHVaRmdjZTFTaXRUTkNaMWVlMGd0TXVxck5TTW5YZi00ZEZLcXdBRXpnSUw1elJraTc5YWpBc0RR?oc=5" target="_blank">Combining graph neural networks and spatio-temporal disease models to improve the prediction of weekly COVID-19 cases in Germany</a>  <font color="#6f6f6f">Nature</font>

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GACNet: A graph attention-based neural network for electroencephalography localization via contrastive learning
Naturegeneral

GACNet: A graph attention-based neural network for electroencephalography localization via contrastive learning

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE9fS2I4SGpnb2FtemZIWE0xTlFZNWFIMzhLREt5N0FvbXpoS1ZfSllrVVFaUzk0Zi1MQ0R5R2Q0djdEeDdpMzF4UnU1TUk4WDlfVEx6eVR4VFZJVVdsbTNN?oc=5" target="_blank">GACNet: A graph attention-based neural network for electroencephalography localization via contrastive learning</a>  <font color="#6f6f6f">Nature</font>

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Action recognition using part and attention enhanced feature fusion
Naturegeneral

Action recognition using part and attention enhanced feature fusion

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE9VMWkxVV9xSUhhcUEtZTJ5LUNER1cyZ2hDNHRkNGg2WXZTeUJFLS1PODQxZEtRRDM2anZ1VDVUZ2xEZFByUE1LTFFZX0Q2a09wX3BQa2VmZmZjMW1LMGNj?oc=5" target="_blank">Action recognition using part and attention enhanced feature fusion</a>  <font color="#6f6f6f">Nature</font>

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Intelligent scheduling and resource allocation for urban air mobility networks based on graph neural networks
Naturetech

Intelligent scheduling and resource allocation for urban air mobility networks based on graph neural networks

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE5ucUd0QzFOMGxqYXc0ak1XWXI4Y28zTFRNdzNDcUVQcVAzYmJMZzhJZjN4LWJ1U0JSVC1CNFFjbVMyQXd0S1k4WDZHbWt3aFQ2RWRzM3dJNFZVLU9WUkJR?oc=5" target="_blank">Intelligent scheduling and resource allocation for urban air mobility networks based on graph neural networks</a>  <font color="#6f6f6f">Nature</font>

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Landslide displacement prediction and interpretability analysis based on a graph spatiotemporal attention network
Frontiersgeneral

Landslide displacement prediction and interpretability analysis based on a graph spatiotemporal attention network

<a href="https://news.google.com/rss/articles/CBMilgFBVV95cUxPa055N3BMNkNFdVFuOFZyQ19Pc3AyVDhjZHZza2h2TTRsU3BIaFlXdUVTOUVzX0VxNmw0S0pkLTNyd3V1NzRyTVRWTUdqaHhCZFpxY3JCNWVnUW8tYTh0czIxMU5tVkZ6cjFqNUFLUG5mSTdzWlQ0SldBeHJGRXlQeDdMSDJlRWFtU3NqNTNWUWFUbk43WVE?oc=5" target="_blank">Landslide displacement prediction and interpretability analysis based on a graph spatiotemporal attention network</a>  <font color="#6f6f6f">Frontiers</font>

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Learning multi-granularity skeleton representations via hierarchical graph contrastive learning
Naturegeneral

Learning multi-granularity skeleton representations via hierarchical graph contrastive learning

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE1BNVBNSy1JN0JVa1V0ZXlMdWxsb1dieV8wWVRyYjdweHFJandRWW1ncU0wRnQ3Z3dNTTEzSnpRYnoteUJWY1ZCa1BCLVJaT2pRbl9CZVJ2YzR4ZlZWMFow?oc=5" target="_blank">Learning multi-granularity skeleton representations via hierarchical graph contrastive learning</a>  <font color="#6f6f6f">Nature</font>

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A vehicle trajectory prediction model that integrates spatial interaction and multiscale temporal features
Naturegeneral

A vehicle trajectory prediction model that integrates spatial interaction and multiscale temporal features

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE9XMHpkVmFGcTJzUm1XdUU5T0kybXFZaEhNZlhvTGYxUGtxZGJ2UTB6anJla3dLRUpQWFBnWUt3N2hTcTVxVm9jb3hsaFpFekJ1eWtpdW5OaW1Kb2U2SVRZ?oc=5" target="_blank">A vehicle trajectory prediction model that integrates spatial interaction and multiscale temporal features</a>  <font color="#6f6f6f">Nature</font>

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An improved transformer based traffic flow prediction model
Naturegeneral

An improved transformer based traffic flow prediction model

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE9NY3ZxQ29lMGdfeW54dHlEOGctMWVOZWpWSFNOczZ4ZGNnOUVRY1VfUkVkSkZnQXJLYUFpdzVBdlNwTXprOWNMeGlpckwyaC1XbjVES0lCZ1FKaEhEandB?oc=5" target="_blank">An improved transformer based traffic flow prediction model</a>  <font color="#6f6f6f">Nature</font>

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An explainable real time sensor graph transformer for dance recognition
Naturetech

An explainable real time sensor graph transformer for dance recognition

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE9yaV83OGEzMU16djllWkUzcHl2SndIX01LNF9sTzZMZFh0R0ZncGptdXVmVXo1THJ2dFo5ZTcyVUx1Zmd4SXAydDJUY29YV1V6YS1CWlM1SExVTkdKakRR?oc=5" target="_blank">An explainable real time sensor graph transformer for dance recognition</a>  <font color="#6f6f6f">Nature</font>

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A combined model for short-term traffic flow prediction based on variational modal decomposition and deep learning
Naturegeneral

A combined model for short-term traffic flow prediction based on variational modal decomposition and deep learning

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE10TXVhRWxNUWpkbkRGOFVybDFvX1gxTGt2MFhuZjBWVXVSbEE2a0NDTDZhWGx6WDJHZlV1QkRGMjdIZTRfRnVhcWxEX2hNOXd5QjZvR2laNnpsZWhjQ2xN?oc=5" target="_blank">A combined model for short-term traffic flow prediction based on variational modal decomposition and deep learning</a>  <font color="#6f6f6f">Nature</font>

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Uncovering migration systems through spatio-temporal tensor co-clustering
Natureworld

Uncovering migration systems through spatio-temporal tensor co-clustering

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE1mQWFFWmZwTjRoZFI5YmhHdnhTX2F1ckJMSmlKYzlmOWtzWUxMb2o2aW45SWJZQlVEMEVGeVBkNGVzLXNkTGVhekVRdXF4OU5CT3FfRTloTE5sQTEzRlBF?oc=5" target="_blank">Uncovering migration systems through spatio-temporal tensor co-clustering</a>  <font color="#6f6f6f">Nature</font>

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