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Genetic Programming and Evolvable Machines最新文献

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Reward tampering and evolutionary computation: a study of concrete AI-safety problems using evolutionary algorithms 奖励篡改和进化计算:使用进化算法研究具体的人工智能安全问题
3区 计算机科学
Genetic Programming and Evolvable Machines Pub Date : 2023-09-19 DOI: 10.1007/s10710-023-09456-0
Mathias K. Nilsen, Tønnes F. Nygaard, Kai Olav Ellefsen
{"title":"Reward tampering and evolutionary computation: a study of concrete AI-safety problems using evolutionary algorithms","authors":"Mathias K. Nilsen, Tønnes F. Nygaard, Kai Olav Ellefsen","doi":"10.1007/s10710-023-09456-0","DOIUrl":"https://doi.org/10.1007/s10710-023-09456-0","url":null,"abstract":"Abstract Reward tampering is a problem that will impact the trustworthiness of the powerful AI systems of the future. Reward Tampering describes the problem where AI agents bypass their intended objective, enabling unintended and potentially harmful behaviours. This paper investigates whether the creative potential of evolutionary algorithms could help ensure trustworthy solutions when facing this problem. The reason why evolutionary algorithms may help combat reward tampering is that they are able to find a diverse collection of different solutions to a problem within a single run, aiding the search for desirable solutions. Four different evolutionary algorithms were deployed in tasks illustrating the problem of reward tampering. The algorithms were designed with varying degrees of human expertise, measuring how human guidance influences the ability to discover trustworthy solutions. The results indicate that the algorithms’ ability to find and preserve trustworthy solutions is very dependent on preserving diversity during the search. Algorithms searching for behavioural diversity showed to be the most effective against reward tampering. Human expertise also showed to improve the certainty and quality of safe solutions, but even with only a minimal degree of human expertise, domain-independent diversity management was found to discover safe solutions.","PeriodicalId":50424,"journal":{"name":"Genetic Programming and Evolvable Machines","volume":"99 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135061119","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Evolutionary design and analysis of ribozyme-based logic gates 基于核酶的逻辑门的进化设计与分析
IF 2.6 3区 计算机科学
Genetic Programming and Evolvable Machines Pub Date : 2023-09-05 DOI: 10.1007/s10710-023-09459-x
Nicolas Kamel, N. Kharma, Jonathan Perreault
{"title":"Evolutionary design and analysis of ribozyme-based logic gates","authors":"Nicolas Kamel, N. Kharma, Jonathan Perreault","doi":"10.1007/s10710-023-09459-x","DOIUrl":"https://doi.org/10.1007/s10710-023-09459-x","url":null,"abstract":"","PeriodicalId":50424,"journal":{"name":"Genetic Programming and Evolvable Machines","volume":" ","pages":""},"PeriodicalIF":2.6,"publicationDate":"2023-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43171199","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
GAAMmf: genetic algorithm with aggressive mutation and decreasing feature set for feature selection GAAMmf：具有攻击性变异和递减特征集的特征选择遗传算法
IF 2.6 3区 计算机科学
Genetic Programming and Evolvable Machines Pub Date : 2023-07-26 DOI: 10.1007/s10710-023-09458-y
I. Rejer, Krzysztof Lorenz
{"title":"GAAMmf: genetic algorithm with aggressive mutation and decreasing feature set for feature selection","authors":"I. Rejer, Krzysztof Lorenz","doi":"10.1007/s10710-023-09458-y","DOIUrl":"https://doi.org/10.1007/s10710-023-09458-y","url":null,"abstract":"","PeriodicalId":50424,"journal":{"name":"Genetic Programming and Evolvable Machines","volume":"24 1","pages":""},"PeriodicalIF":2.6,"publicationDate":"2023-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41491921","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Evolutionary design of swing-up controllers for stabilization task of underactuated inverted pendulums 用于欠驱动倒立摆稳定任务的上摆控制器的进化设计
IF 2.6 3区 计算机科学
Genetic Programming and Evolvable Machines Pub Date : 2023-07-22 DOI: 10.1007/s10710-023-09457-z
Marlen Meza-Sánchez, M. C. R. Liñán, Eddie Clemente, Leonardo Herrera
{"title":"Evolutionary design of swing-up controllers for stabilization task of underactuated inverted pendulums","authors":"Marlen Meza-Sánchez, M. C. R. Liñán, Eddie Clemente, Leonardo Herrera","doi":"10.1007/s10710-023-09457-z","DOIUrl":"https://doi.org/10.1007/s10710-023-09457-z","url":null,"abstract":"","PeriodicalId":50424,"journal":{"name":"Genetic Programming and Evolvable Machines","volume":" ","pages":""},"PeriodicalIF":2.6,"publicationDate":"2023-07-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49034878","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Nirupam Chakraborti: Data-Driven Evolutionary Modeling in Materials Technology Nirupam Chakraborti：材料技术中的数据驱动进化建模
IF 2.6 3区 计算机科学
Genetic Programming and Evolvable Machines Pub Date : 2023-07-01 DOI: 10.1007/s10710-023-09455-1
E. Kabliman
{"title":"Nirupam Chakraborti: Data-Driven Evolutionary Modeling in Materials Technology","authors":"E. Kabliman","doi":"10.1007/s10710-023-09455-1","DOIUrl":"https://doi.org/10.1007/s10710-023-09455-1","url":null,"abstract":"","PeriodicalId":50424,"journal":{"name":"Genetic Programming and Evolvable Machines","volume":" ","pages":""},"PeriodicalIF":2.6,"publicationDate":"2023-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45312020","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Evolutionary combination of connected event schemas into meaningful plots 连接事件模式到有意义图的进化组合
IF 2.6 3区 计算机科学
Genetic Programming and Evolvable Machines Pub Date : 2023-06-01 DOI: 10.1007/s10710-023-09454-2
Pablo Gervás, Gonzalo Méndez, Eugenio Concepción
{"title":"Evolutionary combination of connected event schemas into meaningful plots","authors":"Pablo Gervás, Gonzalo Méndez, Eugenio Concepción","doi":"10.1007/s10710-023-09454-2","DOIUrl":"https://doi.org/10.1007/s10710-023-09454-2","url":null,"abstract":"","PeriodicalId":50424,"journal":{"name":"Genetic Programming and Evolvable Machines","volume":"24 1","pages":"1-38"},"PeriodicalIF":2.6,"publicationDate":"2023-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42357402","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Fall compensation detection from EEG using neuroevolution and genetic hyperparameter optimisation 基于神经进化和遗传超参数优化的脑电图跌落补偿检测
IF 2.6 3区 计算机科学
Genetic Programming and Evolvable Machines Pub Date : 2023-05-17 DOI: 10.1007/s10710-023-09453-3
Jordan J. Bird, Ahmad Lotfi
{"title":"Fall compensation detection from EEG using neuroevolution and genetic hyperparameter optimisation","authors":"Jordan J. Bird, Ahmad Lotfi","doi":"10.1007/s10710-023-09453-3","DOIUrl":"https://doi.org/10.1007/s10710-023-09453-3","url":null,"abstract":"","PeriodicalId":50424,"journal":{"name":"Genetic Programming and Evolvable Machines","volume":"24 1","pages":"1-26"},"PeriodicalIF":2.6,"publicationDate":"2023-05-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44708692","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A comparison of an evolvable hardware controller with an artificial neural network used for evolving the gait of a hexapod robot 进化硬件控制器与用于进化六足机器人步态的人工神经网络的比较
IF 2.6 3区 计算机科学
Genetic Programming and Evolvable Machines Pub Date : 2023-03-28 DOI: 10.1007/s10710-023-09452-4
Fraser Borrett, M. Beckerleg
{"title":"A comparison of an evolvable hardware controller with an artificial neural network used for evolving the gait of a hexapod robot","authors":"Fraser Borrett, M. Beckerleg","doi":"10.1007/s10710-023-09452-4","DOIUrl":"https://doi.org/10.1007/s10710-023-09452-4","url":null,"abstract":"","PeriodicalId":50424,"journal":{"name":"Genetic Programming and Evolvable Machines","volume":"24 1","pages":"1-30"},"PeriodicalIF":2.6,"publicationDate":"2023-03-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45567326","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
SonOpt: understanding the behaviour of bi-objective population-based optimisation algorithms through sound SonOpt:通过声音理解基于双目标群体的优化算法的行为
IF 2.6 3区 计算机科学
Genetic Programming and Evolvable Machines Pub Date : 2023-03-13 DOI: 10.1007/s10710-023-09451-5
Tasos Asonitis, R. Allmendinger, Matt Benatan, R. Climent
{"title":"SonOpt: understanding the behaviour of bi-objective population-based optimisation algorithms through sound","authors":"Tasos Asonitis, R. Allmendinger, Matt Benatan, R. Climent","doi":"10.1007/s10710-023-09451-5","DOIUrl":"https://doi.org/10.1007/s10710-023-09451-5","url":null,"abstract":"","PeriodicalId":50424,"journal":{"name":"Genetic Programming and Evolvable Machines","volume":"24 1","pages":"1-41"},"PeriodicalIF":2.6,"publicationDate":"2023-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46696837","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Framework for unsupervised incremental evolution of stylized images 程式化图像的无监督增量进化框架
IF 2.6 3区 计算机科学
Genetic Programming and Evolvable Machines Pub Date : 2023-02-28 DOI: 10.1007/s10710-023-09449-z
Florian Uhde
{"title":"Framework for unsupervised incremental evolution of stylized images","authors":"Florian Uhde","doi":"10.1007/s10710-023-09449-z","DOIUrl":"https://doi.org/10.1007/s10710-023-09449-z","url":null,"abstract":"","PeriodicalId":50424,"journal":{"name":"Genetic Programming and Evolvable Machines","volume":"24 1","pages":"1-21"},"PeriodicalIF":2.6,"publicationDate":"2023-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42678251","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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