{"title":"Evolution of Neural Networks","authors":"R. Miikkulainen","doi":"10.1145/3583133.3595036","DOIUrl":null,"url":null,"abstract":"I . Original role (since 1990s): RL Tasks & especially POMDP I Both the structure and the weights evolved (no training) I Power from recurrency; behavior I . A new role (since 2016): Optimization of Deep Learning Nets I Architecture, hyperparameters, functions evolved; weights trained I Power from complexity I . A possible future role: Emergence of intelligence I Body/brain co-evolution; Competitive co-evolution I Evolution of memory, language, learning 3/62 I. Reinforcement Learning / POMDP Tasks","PeriodicalId":422029,"journal":{"name":"Proceedings of the Companion Conference on Genetic and Evolutionary Computation","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-07-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the Companion Conference on Genetic and Evolutionary Computation","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3583133.3595036","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
I . Original role (since 1990s): RL Tasks & especially POMDP I Both the structure and the weights evolved (no training) I Power from recurrency; behavior I . A new role (since 2016): Optimization of Deep Learning Nets I Architecture, hyperparameters, functions evolved; weights trained I Power from complexity I . A possible future role: Emergence of intelligence I Body/brain co-evolution; Competitive co-evolution I Evolution of memory, language, learning 3/62 I. Reinforcement Learning / POMDP Tasks