Graph Neural Networks

Graph Neural Networks for Learning Equivariant Representations of Neural Networks featured image

Graph Neural Networks for Learning Equivariant Representations of Neural Networks

Graph Neural Networks for Learning Equivariant Representations of Neural Networks

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Miltiadis Kofinas*
Latent Field Discovery in Interacting Dynamical Systems with Neural Fields featured image

Latent Field Discovery in Interacting Dynamical Systems with Neural Fields

We discover global fields in interacting systems, inferring them from the dynamics alone, using neural fields.

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Miltiadis Kofinas
Neural Networks Are Graphs! Graph Neural Networks for Equivariant Processing of Neural Networks featured image

Neural Networks Are Graphs! Graph Neural Networks for Equivariant Processing of Neural Networks

Neural Networks Are Graphs! Graph Neural Networks for Equivariant Processing of Neural Networks

David W. Zhang
Roto-translated Local Coordinate Frames For Interacting Dynamical Systems featured image

Roto-translated Local Coordinate Frames For Interacting Dynamical Systems

Equivariance via canonicalized object-centric local frames in geometric graphs

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Miltiadis Kofinas