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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,657 papers · 148 categories

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1 result for “InstanceNorm”
GraphNorm: A Principled Approach to Accelerating Graph Neural Network Trainingcs.LG

GraphNorm accelerates GNN training by adapting InstanceNorm, improving convergence and generalization.

problem Improving convergence and generalization of Graph Neural Networks (GNNs).
method Adapting InstanceNorm to GNNs, proposing GraphNorm with a learnable shift.
result GNNs with GraphNorm converge faster and achieve better performance on benchmarks.
Graph Neural NetworksNormalizationConvergenceGeneralizationInstanceNorm
2020-09-07abs ↗pdf ↗