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06/22/2022
Descent Steps of a Relation-Aware Energy Produce Heterogeneous Graph Neural Networks
Heterogeneous graph neural networks (GNNs) achieve strong performance on...
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05/27/2022
Transformers from an Optimization Perspective
Deep learning models such as the Transformer are often constructed by he...
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11/12/2021
Implicit vs Unfolded Graph Neural Networks
It has been observed that graph neural networks (GNN) sometimes struggle...
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03/10/2021
Graph Neural Networks Inspired by Classical Iterative Algorithms
Despite the recent success of graph neural networks (GNN), common archit...
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06/05/2020