Using the WikiDBs corpus, the paper shows that most realistic vertical federated learning scenarios involve fuzzy or no key alignment, a setting current algorithms rarely support.
Gal: Gradient assisted learning for decentralized multi- organization collaborations
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Vertical Federated Learning in Practice: The Good, the Bad, and the Ugly
Using the WikiDBs corpus, the paper shows that most realistic vertical federated learning scenarios involve fuzzy or no key alignment, a setting current algorithms rarely support.