Knowledge Graphs to Empower Humanity-Inspired AI Systems

We present a theoretically motivated design perspective, challenges, and applications of next-generation artificial intelligence (AI) systems. We envision systems with greater capabilities for meaningful human interaction, including socially adaptive behavior that incorporates personalization and sensitivity to social context and intentionality. Personalized knowledge graphs combining generic, common-sense, and domain-specific knowledge with both sociocultural values and norms and individual cognitive models provide a foundation for building humanity-inspired AI systems.

[1]  Ugur Kursuncu,et al.  Modeling Islamist Extremist Communications on Social Media using Contextual Dimensions , 2019, Proc. ACM Hum. Comput. Interact..

[2]  Amit P. Sheth,et al.  Computing for human experience: Semantics-empowered sensors, services, and social computing on the ubiquitous Web , 2010, IEEE Internet Computing.

[3]  Masaki Yuki,et al.  Culture and group processes , 2013 .

[4]  Ugur Kursuncu,et al.  Shades of Knowledge-Infused Learning for Enhancing Deep Learning , 2019, IEEE Internet Computing.

[5]  Virginia Dignum,et al.  Ethics in artificial intelligence: introduction to the special issue , 2018, Ethics and Information Technology.

[6]  Hui Guo,et al.  Designing Ethical Personal Agents , 2018, IEEE Internet Computing.

[7]  Yolanda Gil,et al.  A 20-Year Community Roadmap for Artificial Intelligence Research in the US , 2019, ArXiv.

[8]  Amit P. Sheth,et al.  Don't like RDF reification?: making statements about statements using singleton property , 2014, WWW.

[9]  Eric Livingston,et al.  Making Sense of Ethnomethodology , 1987 .

[10]  L. Doob The psychology of social norms. , 1937 .

[11]  Cory Henson,et al.  Semantic, Cognitive, and Perceptual Computing: Paradigms That Shape Human Experience , 2016, Computer.

[12]  M. Rokeach The Nature Of Human Values , 1974 .

[13]  Allen Newell,et al.  The Knowledge Level , 1989, Artif. Intell..

[14]  Amit P. Sheth,et al.  Knowledge Graphs and Knowledge Networks: The Story in Brief , 2019, IEEE Internet Computing.

[15]  M. Pickering,et al.  Toward a mechanistic psychology of dialogue , 2004, Behavioral and Brain Sciences.

[16]  F. H. Hankins,et al.  The Psychology of Social Norms , 1937 .

[17]  Constantine Sedikides,et al.  Individual values, social identity, and optimal distinctiveness. , 2001 .