{"title":"学习证明:基于机器学习竞赛的区块链共识机制","authors":"Felipe Bravo-Marquez, S. Reeves, M. Ugarte","doi":"10.1109/DAPPCON.2019.00023","DOIUrl":null,"url":null,"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.","PeriodicalId":434018,"journal":{"name":"2019 IEEE International Conference on Decentralized Applications and Infrastructures (DAPPCON)","volume":"5 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"51","resultStr":"{\"title\":\"Proof-of-Learning: A Blockchain Consensus Mechanism Based on Machine Learning Competitions\",\"authors\":\"Felipe Bravo-Marquez, S. Reeves, M. Ugarte\",\"doi\":\"10.1109/DAPPCON.2019.00023\",\"DOIUrl\":null,\"url\":null,\"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.\",\"PeriodicalId\":434018,\"journal\":{\"name\":\"2019 IEEE International Conference on Decentralized Applications and Infrastructures (DAPPCON)\",\"volume\":\"5 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2019-04-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"51\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2019 IEEE International Conference on Decentralized Applications and Infrastructures (DAPPCON)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/DAPPCON.2019.00023\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 IEEE International Conference on Decentralized Applications and Infrastructures (DAPPCON)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/DAPPCON.2019.00023","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Proof-of-Learning: A Blockchain Consensus Mechanism Based on Machine Learning Competitions
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.