Minds and Machines最新文献

筛选
英文 中文
Correction to: What Might Machines Mean? 更正:机器可能意味着什么?
IF 7.4 3区 计算机科学
Minds and Machines Pub Date : 2022-04-16 DOI: 10.1007/s11023-022-09601-1
M. Green, Jan G. Michel
{"title":"Correction to: What Might Machines Mean?","authors":"M. Green, Jan G. Michel","doi":"10.1007/s11023-022-09601-1","DOIUrl":"https://doi.org/10.1007/s11023-022-09601-1","url":null,"abstract":"","PeriodicalId":51133,"journal":{"name":"Minds and Machines","volume":null,"pages":null},"PeriodicalIF":7.4,"publicationDate":"2022-04-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46511586","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
Local Explanations via Necessity and Sufficiency: Unifying Theory and Practice 必要性与充分性的局部解释:理论与实践的统一
IF 7.4 3区 计算机科学
Minds and Machines Pub Date : 2022-03-16 DOI: 10.1007/s11023-022-09598-7
David S. Watson, Limor Gultchin, Ankur Taly, Luciano Floridi
{"title":"Local Explanations via Necessity and Sufficiency: Unifying Theory and Practice","authors":"David S. Watson, Limor Gultchin, Ankur Taly, Luciano Floridi","doi":"10.1007/s11023-022-09598-7","DOIUrl":"https://doi.org/10.1007/s11023-022-09598-7","url":null,"abstract":"<p>Necessity and sufficiency are the building blocks of all successful explanations. Yet despite their importance, these notions have been conceptually underdeveloped and inconsistently applied in explainable artificial intelligence (XAI), a fast-growing research area that is so far lacking in firm theoretical foundations. In this article, an expanded version of a paper originally presented at the 37th Conference on Uncertainty in Artificial Intelligence (Watson et al., 2021), we attempt to fill this gap. Building on work in logic, probability, and causality, we establish the central role of necessity and sufficiency in XAI, unifying seemingly disparate methods in a single formal framework. We propose a novel formulation of these concepts, and demonstrate its advantages over leading alternatives. We present a sound and complete algorithm for computing explanatory factors with respect to a given context and set of agentive preferences, allowing users to identify necessary and sufficient conditions for desired outcomes at minimal cost. Experiments on real and simulated data confirm our method’s competitive performance against state of the art XAI tools on a diverse array of tasks.</p>","PeriodicalId":51133,"journal":{"name":"Minds and Machines","volume":null,"pages":null},"PeriodicalIF":7.4,"publicationDate":"2022-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138513212","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: 38
Why Indirect Harms do not Support Social Robot Rights 为什么间接伤害不支持社交机器人权利
IF 7.4 3区 计算机科学
Minds and Machines Pub Date : 2022-03-07 DOI: 10.1007/s11023-022-09593-y
Paula Sweeney
{"title":"Why Indirect Harms do not Support Social Robot Rights","authors":"Paula Sweeney","doi":"10.1007/s11023-022-09593-y","DOIUrl":"https://doi.org/10.1007/s11023-022-09593-y","url":null,"abstract":"","PeriodicalId":51133,"journal":{"name":"Minds and Machines","volume":null,"pages":null},"PeriodicalIF":7.4,"publicationDate":"2022-03-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41707654","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: 4
Correction to: (What) Can Deep Learning Contribute to Theoretical Linguistics? 修正:(什么)深度学习对理论语言学有贡献吗?
IF 7.4 3区 计算机科学
Minds and Machines Pub Date : 2022-03-01 DOI: 10.1007/s11023-022-09600-2
Gabe Dupre
{"title":"Correction to: (What) Can Deep Learning Contribute to Theoretical Linguistics?","authors":"Gabe Dupre","doi":"10.1007/s11023-022-09600-2","DOIUrl":"https://doi.org/10.1007/s11023-022-09600-2","url":null,"abstract":"","PeriodicalId":51133,"journal":{"name":"Minds and Machines","volume":null,"pages":null},"PeriodicalIF":7.4,"publicationDate":"2022-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44886605","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
Analogue Models and Universal Machines. Paradigms of Epistemic Transparency in Artificial Intelligence 模拟模型和通用机器。人工智能中的认知透明范式
IF 7.4 3区 计算机科学
Minds and Machines Pub Date : 2022-03-01 DOI: 10.1007/s11023-022-09596-9
Hajo Greif
{"title":"Analogue Models and Universal Machines. Paradigms of Epistemic Transparency in Artificial Intelligence","authors":"Hajo Greif","doi":"10.1007/s11023-022-09596-9","DOIUrl":"https://doi.org/10.1007/s11023-022-09596-9","url":null,"abstract":"","PeriodicalId":51133,"journal":{"name":"Minds and Machines","volume":null,"pages":null},"PeriodicalIF":7.4,"publicationDate":"2022-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"52619954","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: 1
Minds and Machines Special Issue: Machine Learning: Prediction Without Explanation? 特刊:机器学习:没有解释的预测?
IF 7.4 3区 计算机科学
Minds and Machines Pub Date : 2022-03-01 DOI: 10.1007/s11023-022-09597-8
F. J. Boge,P. Grünke,R. Hillerbrand
{"title":"Minds and Machines Special Issue: Machine Learning: Prediction Without Explanation?","authors":"F. J. Boge,P. Grünke,R. Hillerbrand","doi":"10.1007/s11023-022-09597-8","DOIUrl":"https://doi.org/10.1007/s11023-022-09597-8","url":null,"abstract":"","PeriodicalId":51133,"journal":{"name":"Minds and Machines","volume":null,"pages":null},"PeriodicalIF":7.4,"publicationDate":"2022-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138513213","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: 3
Simple Models in Complex Worlds: Occam’s Razor and Statistical Learning Theory 复杂世界中的简单模型:奥卡姆剃刀和统计学习理论
IF 7.4 3区 计算机科学
Minds and Machines Pub Date : 2022-03-01 DOI: 10.1007/s11023-022-09592-z
Falco J. Bargagli-Stoffi, G. Cevolani, G. Gnecco
{"title":"Simple Models in Complex Worlds: Occam’s Razor and Statistical Learning Theory","authors":"Falco J. Bargagli-Stoffi, G. Cevolani, G. Gnecco","doi":"10.1007/s11023-022-09592-z","DOIUrl":"https://doi.org/10.1007/s11023-022-09592-z","url":null,"abstract":"","PeriodicalId":51133,"journal":{"name":"Minds and Machines","volume":null,"pages":null},"PeriodicalIF":7.4,"publicationDate":"2022-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44069927","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: 18
Scientific Exploration and Explainable Artificial Intelligence 科学探索与可解释的人工智能
IF 7.4 3区 计算机科学
Minds and Machines Pub Date : 2022-03-01 DOI: 10.1007/s11023-021-09583-6
Carlos A. Zednik, Hannes Boelsen
{"title":"Scientific Exploration and Explainable Artificial Intelligence","authors":"Carlos A. Zednik, Hannes Boelsen","doi":"10.1007/s11023-021-09583-6","DOIUrl":"https://doi.org/10.1007/s11023-021-09583-6","url":null,"abstract":"","PeriodicalId":51133,"journal":{"name":"Minds and Machines","volume":null,"pages":null},"PeriodicalIF":7.4,"publicationDate":"2022-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"52620398","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: 6
Schema-Centred Unity and Process-Centred Pluralism of the Predictive Mind 以图式为中心的统一性和以过程为中心的多元性
IF 7.4 3区 计算机科学
Minds and Machines Pub Date : 2022-02-25 DOI: 10.1007/s11023-022-09595-w
Nina Poth
{"title":"Schema-Centred Unity and Process-Centred Pluralism of the Predictive Mind","authors":"Nina Poth","doi":"10.1007/s11023-022-09595-w","DOIUrl":"https://doi.org/10.1007/s11023-022-09595-w","url":null,"abstract":"","PeriodicalId":51133,"journal":{"name":"Minds and Machines","volume":null,"pages":null},"PeriodicalIF":7.4,"publicationDate":"2022-02-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47686760","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
Are Propositional Attitudes Mental States? 命题态度是精神状态吗?
IF 7.4 3区 计算机科学
Minds and Machines Pub Date : 2022-02-18 DOI: 10.1007/s11023-022-09594-x
Umut Baysan
{"title":"Are Propositional Attitudes Mental States?","authors":"Umut Baysan","doi":"10.1007/s11023-022-09594-x","DOIUrl":"https://doi.org/10.1007/s11023-022-09594-x","url":null,"abstract":"","PeriodicalId":51133,"journal":{"name":"Minds and Machines","volume":null,"pages":null},"PeriodicalIF":7.4,"publicationDate":"2022-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41356068","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
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
相关产品
×
本文献相关产品
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信