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PyVertical: A Vertical Federated Learning Framework for Multi-headed SplitNN [article]

Daniele Romanini, Adam James Hall, Pavlos Papadopoulos, Tom Titcombe, Abbas Ismail, Tudor Cebere, Robert Sandmann, Robin Roehm, Michael A. Hoeh
2021 arXiv   pre-print
We introduce PyVertical, a framework supporting vertical federated learning using split neural networks.  ...  To demonstrate the validity of the proposed framework, we present the training of a simple dual-headed split neural network for a MNIST classification task, with data samples vertically distributed across  ...  FRAMEWORK DESCRIPTION We introduce PyVertical, a framework written in Python for vertical federated learning using SplitNNs and PSI.  ... 
arXiv:2104.00489v3 fatcat:pae6kb5ouvgc5mfg2m6xa2iqby