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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.

169,051 papers · 148 categories

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1 result for “Friendship-based”
Simulation and Augmentation of Social Networks for Building Deep Learning Modelscs.LG

The study improves GCN performance on friendship-based social networks by simulating and augmenting datasets.

problem GCNs' limitations in friendship-based social networks, especially dependency between node neighbourhood order and layer.
method Developed a Python library to simulate social networks with ground truth labels and features. Introduced sDNA as latent variables for nodes.
result Four new GCN variants significantly outperform the original model on 27 out of 30 simulated datasets.
Graph Convolutional NetworksSocial NetworksFriendship-basedDeep LearningSimulation
2019-05-22abs ↗pdf ↗