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devcon 7 / privacy enabled smart contract driven fair and transparent reward mechanism in federated ai

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Privacy enabled, Smart Contract driven Fair and transparent reward mechanism in Federated AI

Duration: 00:08:51

Speaker: Sudhir Upadhyay

Type: Lightning Talk

Expertise: Intermediate

Event: Devcon

Date: Nov 2024

Federated learning enables multiple parties to contribute their locally trained models to an aggregation server, which securely combines individual models into a global one. However, it lacks a fair, verifiable, and proportionate reward (or penalty) mechanism for each contributor. Implementing a smart contract-based contribution analysis framework for federated learning on a privacy-enabled Ethereum L2 can address this challenge, and build the economics of federated learning public chain.

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transparency