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Intentional Forgetting in Artificial Intelligence Systems: Perspectives and Challenges [chapter]

Ingo J. Timm, Steffen Staab, Michael Siebers, Claudia Schon, Ute Schmid, Kai Sauerwald, Lukas Reuter, Marco Ragni, Claudia Niederée, Heiko Maus, Gabriele Kern-Isberner, Christian Jilek (+7 others)
2018 Lecture Notes in Computer Science  
Starting with the new priority research program on 'Intentional Forgetting' (DFG-SPP 1921), definitions and interpretations of intentional forgetting in AI systems from different perspectives (knowledge  ...  In artificial intelligence (AI) systems, capacity of knowledge bases is limited due to computational complexity of many inference algorithms.  ...  and AdaptPro (TI548/5-1).  ... 
doi:10.1007/978-3-030-00111-7_30 fatcat:nmvghccpffeu3iuirwozuc7kuy

Editorial Special Issue Interaction With Artificial Intelligence Systems: New Human-Centered Perspectives and Challenges

Merylin Monaro, Emilia Barakova, Nicol Navarin
2022 IEEE Transactions on Human-Machine Systems  
Editorial Special Issue Interaction With Artificial Intelligence Systems: New Human-Centered Perspectives and Challenges I.  ...  a person forget events, names, and make everyday communication a challenge).  ...  Her research interests include expertise in social robotics, artificial intelligence, modeling human behavior, and interaction design.  ... 
doi:10.1109/thms.2022.3172516 fatcat:dwmysmpm2bb4vavtngppfrppve

Conversational AI from an Information Retrieval Perspective: Remaining Challenges and a Case for User Simulation

Krisztian Balog
2021 Biennial Conference on Design of Experimental Search & Information Retrieval Systems  
Apart from the inherently challenging nature of the problem, the lack of progress, in large part, can be attributed to the shortage of appropriate evaluation methodology and resources.  ...  There remains a disconnect between current efforts and truly conversational information access systems.  ...  Conversational AI is a vast and complex problem, which requires a combination of methods, tools, and techniques from multiple fields of computer science, including but not limited to artificial intelligence  ... 
dblp:conf/desires/Balog21 fatcat:5iwrv7mgt5asjeo2i4rsockg6u

Artificial Intelligence (AI): Multidisciplinary perspectives on emerging challenges, opportunities, and agenda for research, practice and policy

Yogesh K. Dwivedi, Laurie Hughes, Elvira Ismagilova, Gert Aarts, Crispin Coombs, Tom Crick, Yanqing Duan, Rohita Dwivedi, John Edwards, Aled Eirug, Vassilis Galanos, P. Vigneswara Ilavarasan (+23 others)
2019 International Journal of Information Management  
-Taverne project https://www.openaccess.nl/en/you-share-we-take-care Otherwise as indicated in  ...  Acknowledgement This submission was developed from a workshop on Artificial Intelligence (AI), which was held at the School of Management, Swansea University on 13 th June 2019.  ...  panellists from industry and public sector organisations for enriching our understanding of this emerging area by providing their valuable perspectives that have informed the views presented in this article  ... 
doi:10.1016/j.ijinfomgt.2019.08.002 fatcat:f2bggou4unhgjoiei2hzimigmu

Incremental and developmental perspectives for general-purpose learning systems

Fernando Martínez-Plumed
2017 Inteligencia Artificial  
in AI systems.  ...  The stupefying success of Articial Intelligence (AI) for specic problems, from recommender systems to self-driving cars, has not yet been matched with a similar progress in general AI systems, coping with  ...  is focused on designing AI systems for a particular functionality or adapted for a specific problem with no intention whatsoever of featuring intelligence.  ... 
doi:10.4114/intartif.vol20iss60pp24-27 fatcat:f4p7ghd23zac5h5ax75i7rh5qy

Incremental and developmental perspectives for general-purpose learning systems

Fernando Martínez-Plumed
2017 AI Matters  
The stupefying success of Artificial Intelligence (AI) for specific problems, from recommender systems to self-driving cars, has not yet been matched with a similar progress in general AI systems, coping  ...  in AI systems.  ...  is focused on designing AI systems for a particular functionality or adapted for a specific problem with no intention whatsoever of featuring intelligence.  ... 
doi:10.1145/3098888.3098898 fatcat:yua6dombafclplu5j4p624t3ti

Intentional Forgetting: An Emerging Field in AI and Beyond

Christoph Beierle, Ingo J. Timm
2018 Künstliche Intelligenz  
In current research both in psychology and information systems, intentionally balancing learning and forgetting is of great interest to meet information overload as a new challenge in the information or  ...  While this is an inherent functionality of any computer system, in cloud and cluster computing it remains a severe challenge as for an individual living in todays digital epoch keeping control of the specific  ...  • International Joint Conference on Autonomous Agents and Multi-Agent Systems (AAMAS) • European Conference on Artificial Intelligence (ECAI) • European Conference on Logics in Artificial Intelligence  ... 
doi:10.1007/s13218-018-00574-x fatcat:jv5mzmx7irf2zlhrjeqzlkg7k4

AI in Germany: Well-Prepared and Eager to Do Something

Daniel Sonntag
2018 Künstliche Intelligenz  
-Formal considerations/ Specification of (intentional) forgetting. -Operationalization of (intentional) forgetting in AI systems. -Complexity and efficiency considerations in reasoning.  ...  -Cognitive aspects of (intentional) forgetting for AI systems. -Applications with concepts of (intentional) forgetting.  ... 
doi:10.1007/s13218-018-0555-7 fatcat:wb7bakgxtbbqziz76qt2deuwou

Intentional Forgetting in Socio-Digital Work Systems

Thomas Ellwart, Anna-Sophie Ulfert, Conny Herbert Antoni, Jörg Becker, Christian Frings, Kyra Göbel, Guido Hertel, Anette Kluge, Sarah M. Meeßen, Cornelia Niessen, Christoph Nohe, Dennis M. Riehle (+8 others)
2019 AIS Transactions on Enterprise Systems  
Psychological concepts of intentional forgetting (IF) can be applied to improve the performance of work systems or to extend cognitive capacities of humans in technical systems.  ...  IF systems and (b) gain an understanding of how these characteristics impact users' attitudes and performance.  ...  1 Intentional Forgetting in Socio-Digital Work Systems.  ... 
doi:10.30844/aistes.v4i1.16 fatcat:g3o5hykobbg4zmc3dsx2bmlbya

Making AI Smarter

Kristian Kersting
2018 Künstliche Intelligenz  
Formal considerations/Specification of (intentional) forgetting. Operationalization of (intentional) forgetting in AI systems. Complexity and efficiency considerations in reasoning.  ...  Cognitive aspects of (intentional) forgetting for AI systems. Applications with concepts of (intentional) forgetting.  ... 
doi:10.1007/s13218-018-0562-8 fatcat:g7uv5dc4ynehhnht6rbueiootm

An emergent approach to systems of physical agents

H. Van Dyke Parunak
1997 Journal of experimental and theoretical artificial intelligence (Print)  
] H.V.D.Parunak, "Applications of Distributed Artificial Intelligence in Industry." in O'Hare and Jennings, Foundations of Distributed ArtificialIntelligence, Wiley Inter-Science (forthcoming).  ...  Many experienced Few experienced Mostly researchers Challenges Design-time bindings. Issues of system size and Need to move from Systems expensive and integration across research to industry.  ... 
doi:10.1080/095281397147086 fatcat:6dpki2lr6rfz5h35pa7rri2lty

Overview of some Command Modes for Human-Robot Interaction Systems

Abdelouahab Zaatri
2022 Journal of Information Systems Engineering & Management  
Interaction and command modes as well as their combination are essential features of modern and futuristic robotic systems interacting with human beings in various dynamical environments.  ...  It then introduces the most recent command modes which have been fostered later on by the use of artificial intelligence techniques implemented on more powerful computers.  ...  between humans and artificial intelligent systems when working together as team members (Harriott and Adams, 2013; Krämer et al., 2012; Zaatri, 2021) .  ... 
doi:10.55267/iadt.07.12011 fatcat:b65tiyqqmbfbtjbywz4xbpwnfy

The viability of 'embedded Ethics' in robotic military systems without humans in the decision loop

Miguel Moreno Muñoz
2017 Zenodo  
The social regulation of robotic systems with some elements of inbuilt artificial intelligence, and capable of interacting with the physical world without human control, poses challenges of extraordinary  ...  Based on the revision of recent literature and prototypes, the expected results should give a clearer perspective about the viability of 'embedded Ethics' instructions in the programming of intelligent  ...  intentions, artificial (synthetic) emotions, etc., comes in varying degrees and depend on the type of agent.  ... 
doi:10.5281/zenodo.2536719 fatcat:l3tbu2fqvjc3jpdhgvdsj3kx64

The Role of Knowledge in Intelligent Agents

Ingo J. Timm, Lukas Reuter
2018 Deutsche Jahrestagung für Künstliche Intelligenz  
In this paper we investigate the specific aspects of knowledge dynamics and their implications on intentional forgetting in multiagent systems, i.e., in intelligent agents as their constituting elements  ...  Artificial intelligence systems embedded in a world of big data, enriched by learning can theoretically extend their knowledge infinitely.  ...  The project AdaptPRO: Adaptive Process and Role design in Organisations (TI 548/-1) is funded by the German Research Foundation (DFG) within the Priority Program "Intentional Forgetting in Organisations  ... 
dblp:conf/ki/Timm018 fatcat:hazfpburtfgjlihbyqqpe45enq

Supporting Internet-scale multi-agent systems

N.J.E. Wijngaards, B.J. Overeinder, M. van Steen, F.M.T. Brazier
2002 Data & Knowledge Engineering  
AgentScape is a scalable agent-based distributed system described in this paper that aims at tackling these aspects.  ...  Agents are autonomous (mobile) processes, capable of communication with other agents, interaction with the world, and adaptation to changes in their environment.  ...  In Section 5 development of large-scale agent systems is discussed and suggestions for future research are presented.  ... 
doi:10.1016/s0169-023x(02)00042-3 fatcat:vvxndmew5fcsnkufqiqhn7qu6y
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