Global S&T Development Trend Analysis Platform of Resources and Environment
DOI | 10.1126/science.aag3311 |
Preventing undesirable behavior of intelligent machines | |
Thomas, Philip S.1; da Silva, Bruno Castro2; Barto, Andrew G.1; Giguere, Stephen1; Brun, Yuriy1; Brunskill, Emma3 | |
2019-11-22 | |
发表期刊 | SCIENCE |
ISSN | 0036-8075 |
EISSN | 1095-9203 |
出版年 | 2019 |
卷号 | 366期号:6468页码:999-+ |
文章类型 | Article |
语种 | 英语 |
国家 | USA; Brazil |
英文摘要 | Intelligent machines using machine learning algorithms are ubiquitous, ranging from simple data analysis and pattern recognition tools to complex systems that achieve superhuman performance on various tasks. Ensuring that they do not exhibit undesirable behavior-that they do not, for example, cause harm to humans-is therefore a pressing problem. We propose a general and flexible framework for designing machine learning algorithms. This framework simplifies the problem of specifying and regulating undesirable behavior. To show the viability of this framework, we used it to create machine learning algorithms that precluded the dangerous behavior caused by standard machine learning algorithms in our experiments. Our framework for designing machine learning algorithms simplifies the safe and responsible application of machine learning. |
领域 | 地球科学 ; 气候变化 ; 资源环境 |
收录类别 | SCI-E ; SSCI |
WOS记录号 | WOS:000498849000042 |
WOS关键词 | TO-RUN CONTROL ; LOOP INSULIN DELIVERY ; TYPE-1 DIABETIC-PATIENTS ; ARTIFICIAL PANCREAS ; AUTOMATIC ADAPTATION ; BOLUS CALCULATOR ; CONTROL STRATEGY ; GLUCOSE CONTROL ; BASAL THERAPY ; PREDICTION |
WOS类目 | Multidisciplinary Sciences |
WOS研究方向 | Science & Technology - Other Topics |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.173/C666/handle/2XK7JSWQ/226286 |
专题 | 环境与发展全球科技态势 |
作者单位 | 1.Univ Massachusetts, Amherst, MA 01003 USA; 2.Univ Fed Rio Grande do Sul, Porto Alegre, RS, Brazil; 3.Stanford Univ, Stanford, CA 94305 USA |
推荐引用方式 GB/T 7714 | Thomas, Philip S.,da Silva, Bruno Castro,Barto, Andrew G.,et al. Preventing undesirable behavior of intelligent machines[J]. SCIENCE,2019,366(6468):999-+. |
APA | Thomas, Philip S.,da Silva, Bruno Castro,Barto, Andrew G.,Giguere, Stephen,Brun, Yuriy,&Brunskill, Emma.(2019).Preventing undesirable behavior of intelligent machines.SCIENCE,366(6468),999-+. |
MLA | Thomas, Philip S.,et al."Preventing undesirable behavior of intelligent machines".SCIENCE 366.6468(2019):999-+. |
条目包含的文件 | 条目无相关文件。 |
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