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Understanding Neural Networks via Feature Visualization: A survey 通过特征可视化理解神经网络:综述
Explainable AI Pub Date : 2019-04-18 DOI: 10.1007/978-3-030-28954-6_4
Anh Nguyen, J. Yosinski, J. Clune
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引用次数: 137
Interpretable Deep Learning in Drug Discovery 药物发现中的可解释深度学习
Explainable AI Pub Date : 2019-03-07 DOI: 10.1007/978-3-030-28954-6_18
Kristina Preuer, G. Klambauer, F. Rippmann, S. Hochreiter, Thomas Unterthiner
{"title":"Interpretable Deep Learning in Drug Discovery","authors":"Kristina Preuer, G. Klambauer, F. Rippmann, S. Hochreiter, Thomas Unterthiner","doi":"10.1007/978-3-030-28954-6_18","DOIUrl":"https://doi.org/10.1007/978-3-030-28954-6_18","url":null,"abstract":"","PeriodicalId":118686,"journal":{"name":"Explainable AI","volume":"81 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-03-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132028647","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 75
Quantum-chemical insights from interpretable atomistic neural networks 来自可解释原子神经网络的量子化学见解
Explainable AI Pub Date : 2018-06-27 DOI: 10.1007/978-3-030-28954-6_17
Kristof T. Schütt, M. Gastegger, A. Tkatchenko, K. Müller
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引用次数: 26
The (Un)reliability of saliency methods 显著性方法的(非)可靠性
Explainable AI Pub Date : 2017-11-02 DOI: 10.1007/978-3-030-28954-6_14
Pieter-Jan Kindermans, Sara Hooker, Julius Adebayo, M. Alber, Kristof T. Schütt, Sven Dähne, D. Erhan, Been Kim
{"title":"The (Un)reliability of saliency methods","authors":"Pieter-Jan Kindermans, Sara Hooker, Julius Adebayo, M. Alber, Kristof T. Schütt, Sven Dähne, D. Erhan, Been Kim","doi":"10.1007/978-3-030-28954-6_14","DOIUrl":"https://doi.org/10.1007/978-3-030-28954-6_14","url":null,"abstract":"","PeriodicalId":118686,"journal":{"name":"Explainable AI","volume":"6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-11-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128310640","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 545
Transparency: Motivations and Challenges 透明度:动机和挑战
Explainable AI Pub Date : 2017-07-29 DOI: 10.1007/978-3-030-28954-6_2
Adrian Weller
{"title":"Transparency: Motivations and Challenges","authors":"Adrian Weller","doi":"10.1007/978-3-030-28954-6_2","DOIUrl":"https://doi.org/10.1007/978-3-030-28954-6_2","url":null,"abstract":"","PeriodicalId":118686,"journal":{"name":"Explainable AI","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-07-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129639672","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 116
Gradient-Based Vs. Propagation-Based Explanations: An Axiomatic Comparison 基于梯度和基于传播的解释:一个公理化的比较
Explainable AI Pub Date : 1900-01-01 DOI: 10.1007/978-3-030-28954-6_13
G. Montavon
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引用次数: 34
Explanations for Attributing Deep Neural Network Predictions 归因于深度神经网络预测的解释
Explainable AI Pub Date : 1900-01-01 DOI: 10.1007/978-3-030-28954-6_8
Ruth Fong, A. Vedaldi
{"title":"Explanations for Attributing Deep Neural Network Predictions","authors":"Ruth Fong, A. Vedaldi","doi":"10.1007/978-3-030-28954-6_8","DOIUrl":"https://doi.org/10.1007/978-3-030-28954-6_8","url":null,"abstract":"","PeriodicalId":118686,"journal":{"name":"Explainable AI","volume":"2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128591432","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 44
Visual Scene Understanding for Autonomous Driving Using Semantic Segmentation 基于语义分割的自动驾驶视觉场景理解
Explainable AI Pub Date : 1900-01-01 DOI: 10.1007/978-3-030-28954-6_15
M. Hofmarcher, Thomas Unterthiner, Jose A. Arjona-Medina, G. Klambauer, S. Hochreiter, Bernhard Nessler
{"title":"Visual Scene Understanding for Autonomous Driving Using Semantic Segmentation","authors":"M. Hofmarcher, Thomas Unterthiner, Jose A. Arjona-Medina, G. Klambauer, S. Hochreiter, Bernhard Nessler","doi":"10.1007/978-3-030-28954-6_15","DOIUrl":"https://doi.org/10.1007/978-3-030-28954-6_15","url":null,"abstract":"","PeriodicalId":118686,"journal":{"name":"Explainable AI","volume":"14 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131141407","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 37
Layer-Wise Relevance Propagation: An Overview 分层相关传播:概述
Explainable AI Pub Date : 1900-01-01 DOI: 10.1007/978-3-030-28954-6_10
G. Montavon, A. Binder, S. Lapuschkin, W. Samek, K. Müller
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引用次数: 478
Current Advances in Neural Decoding 神经解码的最新进展
Explainable AI Pub Date : 1900-01-01 DOI: 10.1007/978-3-030-28954-6_21
M. Gerven, K. Seeliger, Umut Güçlü, Yağmur Güçlütürk
{"title":"Current Advances in Neural Decoding","authors":"M. Gerven, K. Seeliger, Umut Güçlü, Yağmur Güçlütürk","doi":"10.1007/978-3-030-28954-6_21","DOIUrl":"https://doi.org/10.1007/978-3-030-28954-6_21","url":null,"abstract":"","PeriodicalId":118686,"journal":{"name":"Explainable AI","volume":"37 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121592915","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 7
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