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python

Overview of services that model the properties and structure of materials using GNNs to design new materials and predict their properties.

Overview of services that model the properties and structure of materials using GNNs to design new material...
python

Overview of building structure design using graph neural networks and related algorithms and implementation examples.

Overview of building structure design using graph neural networks. Graph neural network (GNN)-based buildi...
python

Overview of weather forecasting using graph neural networks and related algorithms and implementation examples.

Weather forecasting using graph neural networks. Weather forecasting using graph neural networks (GNNs) is...
python

Overview of counterfactual virtual learning using graph neural networks, related algorithms and implementation examples.

Overview of counterfactual virtual learning using graph neural networks. Counterfactual learning (counterf...
python

Overview of Interaction Networks used in physical simulation and examples of related algorithms and implementations.

Overview of Interaction Networks used for physical simulation. Interaction Networks (INs) will be a networ...
python

Overview of Graph Network-based Simulators and examples of algorithms and implementations.

Overview of Graph Network-based Simulators Graph Network-based Simulators (GNS) provide a powerful tool fo...
python

Overview of GraphNetworks used for physics simulation, algorithms and examples of implementation.

Overview of GraphNetworks used for physics simulation. The application of Graph Networks in physical simul...
python

Overview of Physically Informed Neural Networks (PINNs) and examples of algorithms and implementations.

Physical Informed Neural Networks (PINNs) Overview Physically Informed Neural Networks (PINNs) are a com...
python

Overview of the finite volume method and related algorithms and implementation examples.

Overview of the finite volume method. The Finite Volume Method (FVM) is one of the numerical solution me...
python

Overview of MeshGraphNets, algorithms and implementation examples.

Overview of MeshGraphNets MeshGraphNets are a type of graph neural network (GNN) specialising in physical ...
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