Minds and Machines最新文献

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Explainable Artificial Intelligence in Data Science 数据科学中的可解释人工智能
IF 7.4 3区 计算机科学
Minds and Machines Pub Date : 2022-05-12 DOI: 10.1007/s11023-022-09603-z
J. Borrego-Díaz, Juan Galán-Páez
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引用次数: 7
Playing Games with Ais: The Limits of GPT-3 and Similar Large Language Models 与人工智能一起玩游戏:GPT-3和类似的大型语言模型的局限性
IF 7.4 3区 计算机科学
Minds and Machines Pub Date : 2022-05-03 DOI: 10.1007/s11023-022-09602-0
Adam Sobieszek, Tadeusz Price
{"title":"Playing Games with Ais: The Limits of GPT-3 and Similar Large Language Models","authors":"Adam Sobieszek, Tadeusz Price","doi":"10.1007/s11023-022-09602-0","DOIUrl":"https://doi.org/10.1007/s11023-022-09602-0","url":null,"abstract":"","PeriodicalId":51133,"journal":{"name":"Minds and Machines","volume":"32 1","pages":"341 - 364"},"PeriodicalIF":7.4,"publicationDate":"2022-05-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43184911","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: 32
From representations in predictive processing to degrees of representational features 从预测处理中的表征到表征特征的程度
IF 7.4 3区 计算机科学
Minds and Machines Pub Date : 2022-05-03 DOI: 10.1007/s11023-022-09599-6
Danaja Rutar, W. Wiese, J. Kwisthout
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引用次数: 2
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":"32 1","pages":"339 - 339"},"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":"50 2","pages":""},"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":"32 1","pages":"735 - 749"},"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":"32 1","pages":"11 - 11"},"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":"32 1","pages":"111 - 133"},"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":"49 12","pages":"1-9"},"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":"32 1","pages":"13 - 42"},"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
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