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ACAI 2021: Berlin, Germany

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Mohamed Chetouani, Virginia Dignum, Paul Lukowicz, Carles Sierra:
Human-Centered Artificial Intelligence - Advanced Lectures, 18th European Advanced Course on AI, ACAI 2021, Berlin, Germany, October 11-15, 2021, extended and improved lecture notes. Lecture Notes in Computer Science 13500, Springer 2023, ISBN 978-3-031-24348-6

Introduction to Human-Centered AI

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Mohamed Chetouani, Virginia Dignum, Paul Lukowicz, Carles Sierra:
The Advanced Course on Human-Centered AI: Learning Objectives. 3-7
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Luc Steels:
Conceptual Foundations of Human-Centric AI. 8-35

Human-Centered Machine Learning

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James L. Crowley:
Machine Learning with Neural Networks. 39-54
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James L. Crowley:
Generative Networks and the AutoEncoder. 55-66
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James L. Crowley:
Convolutional Neural Networks. 67-80
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François Yvon:
Transformers in Natural Language Processing. 81-105
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Camille Guinaudeau:
Vision and Multi-modal Transformers. 106-122
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Marc Evrard:
Transformers in Automatic Speech Recognition. 123-139
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Mohamed Chetouani:
Interactive Robot Learning: An Overview. 140-172

Explainable AI

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Fosca Giannotti, Francesca Naretto, Francesco Bodria:
Explainable for Trustworthy AI. 175-195
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Stefan Buijsman:
Why and How Should We Explain AI? 196-215
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Mehul Bhatt, Jakob Suchan:
Artificial Visual Intelligence - Perceptual Commonsense for Human-Centred Cognitive Technologies. 216-242

Ethics, Law and Society AI

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Guido Boella, Maurizio Mori:
An Introduction to Ethics and AI. 245-260
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Mireille Hildebrandt, Arno De Bois:
Law for Computer Scientists. 261-274
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Marija Slavkovik:
Mythical Ethical Principles for AI and How to Attain Them. 275-303
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Leila Methnani, Mattias Brännström, Andreas Theodorou:
Operationalising AI Ethics: Conducting Socio-technical Assessment. 304-321
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Carme Torras, Luis Gustavo Ludescher:
Writing Science Fiction as an Inspiration for AI Research and Ethics Dissemination. 322-344

Argumentation

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Bettina Fazzinga, René Mellema:
Argumentation in AI. 347-362
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Emmanuelle Dietz, Antonis C. Kakas, Loizos Michael:
Computational Argumentation & Cognitive AI. 363-388

Social Simulation

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Fabian Lorig, Loïs Vanhée, Frank Dignum:
Agent-Based Social Simulation for Policy Making. 391-414
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Dino Pedreschi, Frank Dignum, Virginia Morini, Valentina Pansanella, Giuliano Cornacchia:
Towards a Social Artificial Intelligence. 415-428

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