Function Decomposition Tree with Causality-First Perspective and Systematic Description of Problems in Materials Informatics
National Institute for Materials Science（国立材料科学研究所）；Japan Advanced Institute of Science and Technology（日本北陆先端科学技术大学院大学）；Tohoku University（东北大学）；National Institute of Advanced Industrial Science and Technology（国立先进工业科学与技术研究所）
As interdisciplinary science is flourishing because of materials informatics and additional factors; a systematic way is required for expressing knowledge and facilitating communication between scientists in various fields. A function decomposition tree is such a representation, but domain scientists face difficulty in constructing it. Thus, this study cites the general problems encountered by beginners in generating function decomposition trees and proposes a new function decomposition representation method based on a causality-first perspective for resolution of these problems. The causality-first decomposition tree was obtained from a workflow expressed according to the processing sequence. Moreover, we developed a program that performed automatic conversion using the features of the causality-first decomposition trees. The proposed method was applied to materials informatics to demonstrate the systematic representation of expert knowledge and its usefullness.
The Importance of Causality in Decision Making: A Perspective on Recommender Systems
Free University of Bozen-Bolzano（波尔扎诺自由大学）；University of Milano-Bicocca（米兰比可卡大学）；F. Hoffmann - La Roche Ltd（F. Hoffmann - 罗氏公司）；University of Klagenfurt（克拉根福大学）
A Shift in Perspective on Causality in Domain Generalization
CHAI Hub（CHAI中心）；The University of Edinburgh（爱丁堡大学）；University of Manchester（曼彻斯特大学）；Archimedes, Athena Research Center（阿奇米德与雅典研究所）；King's College London（伦敦国王学院）；University College London（伦敦大学学院）；National and Kapodistrian University of Athens（雅典国家与卡波迪斯蒂亚纳大学）
Towards Trustworthy and Aligned Machine Learning: A Data-centric Survey with Causality Perspectives
Bundelkhand Institute of Engineering and Technology（本德尔坎德工程技术学院）；Nanyang Technological University（南洋理工大学）；University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校）
