Decentralized federated learning system

Number of patents in Portfolio can not be more than 2000

United States of America

PATENT NO 11303448
APP PUB NO 20210067339A1
SERIAL NO

16551601

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Abstract

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A participant node of a distributed ledger network may identify a distributed federated learning (DFL) smart contract stored on a blockchain. The DFL smart contract may include an aggregation sequence. The aggregation sequence may include an ordered sequence of participant node identifiers. The participant node may generate a trained model by training a global model with training data. The participant node may detect, on the blockchain, a first transition token indicative of a first model previously aggregated by another participant node. The participant node may receive the first model. The participant node may aggregate the first model with the trained model to generate a second model. The participant node may store, on the blockchain, a second transition token indicative of the second model. A successor node identified in the aggregation sequence may further aggregate the second model with an additional model in response to detection of the second transition token.

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Patent Owner(s)

  • ACCENTURE GLOBAL SOLUTIONS LIMITED

International Classification(s)

Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Giordano, Giuseppe Antibes, FR 44 758
Le, Anh-Dung Antibes, FR 6 13
Pasic, Haris Biot, FR 5 11
Schiatti, Luca Juan-les-Pins, FR 22 565

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