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08/28/2023
LatentDR: Improving Model Generalization Through Sample-Aware Latent Degradation and Restoration
Despite significant advances in deep learning, models often struggle to ...
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08/17/2023
Half-Hop: A graph upsampling approach for slowing down message passing
Message passing neural networks have shown a lot of success on graph-str...
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01/01/2023
MTNeuro: A Benchmark for Evaluating Representations of Brain Structure Across Multiple Levels of Abstraction
There are multiple scales of abstraction from which we can describe the ...
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04/27/2022
FlowGNN: A Dataflow Architecture for Universal Graph Neural Network Inference via Multi-Queue Streaming
Graph neural networks (GNNs) have recently exploded in popularity thanks...
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01/20/2022