Exploring Topology Awareness, Generalization, and Active Learning in Graph Neural Networks | HackerNoon
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from Hackernoon6 months ago
GNNs' expressive power has sparked debate, as focusing on increased topology awareness may not universally enhance generalization performance, revealing complexities in their architectural design.
Hackernoonhttps://hackernoon.com/exploring-topology-awareness-generalization-and-active-learning-in-graph-neural-networks
The precise impact of topology awareness on GNN generalization performance remains unclear, as varying structures across domains complicate optimal representation strategies.
Hackernoonhttps://hackernoon.com/exploring-topology-awareness-generalization-and-active-learning-in-graph-neural-networks
Read at Hackernoon
#graph-neural-networks #topology-awareness #generalization-performance #expressive-power #framework-development
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