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Conference papers

SAIaaS: A Blockchain-based solution for secure artificial intelligence as-a-Service

Abstract : Artificial Intelligence models are crucial elements to support many sectors in the current global economy. Training those models requires 3 main assets: data, machine learning algorithms, and processing capabilities. Given the growing concerns regarding data privacy, algorithm intellectual property, and server security, combining all 3 resources to build a model is challenging. In this paper, we propose a solution allowing providers to share their data and run their algorithms in secured cloud training environments. To provide trust for both clients and asset providers in the system, a blockchain is introduced to support the negotiation, monitoring, and conclusion of model production. Through a preliminary evaluation, we validate the feasibility of the approach and present a road map to a more secure Artificial Intelligence as-a-service.
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https://hal.archives-ouvertes.fr/hal-03245536
Contributor : Nicolas Herbaut Connect in order to contact the contributor
Submitted on : Tuesday, June 1, 2021 - 7:45:08 PM
Last modification on : Friday, April 29, 2022 - 10:12:50 AM
Long-term archiving on: : Thursday, September 2, 2021 - 7:59:00 PM

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  • HAL Id : hal-03245536, version 1

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Nicolas Six, Andrea Perrichon-Chrétien, Nicolas Herbaut. SAIaaS: A Blockchain-based solution for secure artificial intelligence as-a-Service. The 2nd International Conference on Deep Learning, Big Data and Blockchain (DEEP-BDB 2021), Aug 2021, Roma, Italy. ⟨hal-03245536⟩

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