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Mutual Information Regularization for Vertical Federated Learning

This repository contains codes for paper Mutual Information Regularization for Vertical Federated Learning.

For the multi-classification task main task evalution, please use python vfl_main_task_no_defense.py while for Batch-level Label Inference Attack, please use python vfl_dlg_no_defense.py.

For binary classification please use python marvell_main.py --exp_type main_task or python marvell_main.py --exp_type attack for main task evaluation and direction scoring attack evaluation separately.

Config parameters can be specified like python vfl_dlg_no_defense.py --dataset cifar10.

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