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09/18/2023
Context is Environment
Two lines of work are taking the central stage in AI research. On the on...
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05/10/2021
Optimization of Graph Neural Networks: Implicit Acceleration by Skip Connections and More Depth
Graph Neural Networks (GNNs) have been studied through the lens of expre...
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12/06/2020
Counting Substructures with Higher-Order Graph Neural Networks: Possibility and Impossibility Results
While massage passing based Graph Neural Networks (GNNs) have become inc...
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06/25/2018
Towards Optimal Transport with Global Invariances
Many problems in machine learning involve calculating correspondences be...
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06/05/2017
