Proof-of-Learning: a Blockchain Consensus Mechanism based on Machine Learning Competitions

Bravo-Marquez, Felipe; Reeves, Steve; Ugarte, Martin; Kupper, A; Park, Y; Ruppel, P; Schulte, S; Xu, J

Abstract

This article presents WekaCoin, a peer-to-peer cryptocurrency based on a new distributed consensus protocol called Proof-of-Learning. Proof-of-learning achieves distributed consensus by ranking machine learning systems for a given task. The aim of this protocol is to alleviate the computational waste involved in hashing-based puzzles and to create a public distributed and verifiable database of state-of-the-art machine learning models and experiments.

Más información

Título según WOS: Proof-of-Learning: a Blockchain Consensus Mechanism based on Machine Learning Competitions
Título según SCOPUS: Proof-of-learning: A blockchain consensus mechanism based on machine learning competitions
Título de la Revista: 2019 IEEE INTERNATIONAL CONFERENCE ON DECENTRALIZED APPLICATIONS AND INFRASTRUCTURES (DAPPCON)
Editorial: IEEE
Fecha de publicación: 2019
Página de inicio: 119
Página final: 124
Idioma: English
DOI:

10.1109/DAPPCON.2019.00023

Notas: ISI, SCOPUS