The 18th European Advanced Course on AI (ACAI) took place in Berlin on 11-15 October 2021, organized by the European project Humane-AI Net in collaboration with the European AI Association (EURAI). The school included tutorials on different topics, which were selected through an open call to top European AI researchers. In addition, the school also included 4 invited talks, a student poster presentation, and a mentorship program.This volume contains 21 tutorial chapters organized according to the following themes: human-centered AI; human-centered machine learning; explainable AI; ethics, law, and the societal aspects of AI; argumentation; and social simulation. The contributions include learning objectives, reading lists, and links to further resources.

The keychallengeforfuture computersystemis dealingwithcomplexity.Onone hand this involves internal system complexity which has increased exponentially over recent years. Here the main objectives are to maintain system reliability and to keep the design and maintenance e?ort manageable, while at the same timecontinuingtoprovidenewfunctionalityandincreasingsystemperformance. This hasbeenthe focus ofso-calledautonomouscomputing, whichaimsto bring self-con?guration and repair to a wide range of computing systems. On the other hand future computer systems are more and more becoming integrated into the fabric of everyday life and thus have to deal with the c- plexities of the real world. They will become smaller, more appropriate for their use, integrated into everyday objects, and often virtually or physically invisible to the users.They will alsobe deployedin a muchhigher quantity andpenetrate many moreapplicationareasthan traditional notionsof computer systems.This requirescomputersystemstobeadaptablewithinamuchwiderrangeofpossible tasks, subjected to much harsher conditions.To provide such features and functionality, computer devices will become tinieryetstillincreaseinsystemcomplexity;theymustconsumelesspower,while still supporting advanced computation and communications, such that they are highlyconnectedyetstilloperateasautonomousunits.Pervasiveandubiquitous computing researchaddressessuchissues by developingconcepts and technology for interweaving computers into our everyday life. The principal approach is to enhance system functionality and adaptability by recognizing context and situations in the environment.

The ARCS series of conferences has over 30 years of tradition reporting hi- quality results in computer architecture and operating systems research. While the conference is proud of its long tradition, it is also proud to represent a - namic, evolving community that closely follows new research trends and topics. Thus, over the last few years, ARCS has evolved towards a strong focus on s- tem aspects of pervasive computing and self-organization techniques (organic and autonomic computing). At the same time it has expanded from its roots as a German Informatics Society (GI/ITG) conference to an international event. This is re?ected by the composition of the TPC which included over 30 renown scientist from 10 di?erent countries. The conference attracted 83 submission from 16 countries across 4 continents. Of those, 20 have been accepted, which amounts to an acceptance rate below 25%. The 20th ARCS event was a special anniversary conference. It is only ?tting that it was held at a special place: the ETH Zurich. It combines one of the leading information technology schools in Europe with a beautiful location.

The ARCS series of conferences has over 30 years of tradition reporting hi- quality results in computer architecture and operating systems research. While the conference is proud of its long tradition, it is also proud to represent a - namic, evolving community that closely follows new research trends and topics. Thus, over the last few years, ARCS has evolved towards a strong focus on s- tem aspects of pervasive computing and self-organization techniques (organic and autonomic computing). At the same time it has expanded from its roots as a German Informatics Society (GI/ITG) conference to an international event. This is re?ected by the composition of the TPC which included over 30 renown scientist from 10 di?erent countries. The conference attracted 83 submission from 16 countries across 4 continents. Of those, 20 have been accepted, which amounts to an acceptance rate below 25%. The 20th ARCS event was a special anniversary conference. It is only ?tting that it was held at a special place: the ETH Zurich. It combines one of the leading information technology schools in Europe with a beautiful location.

Welcome to the 5th European Conference on Smart Sensing and Context. EuroSSC 2010 is a venue for high-quality papers that describe both original and unpublished research advancing the state of the art in smart surroundings, context-awareness and networked embedded sensor and actuator systems. The conference brings researchers of a variety of disciplines, perspectives and g- graphical areas together. It aims to explore the implications of computing as it starts to surround us transparently, interwoven into the fabric of everyday life. Our Program Committee-composed of 28 leading international researchers in the ?elds of context recognition and smart sensing-accepted 13 papers to be published in these proceedings. We want to take the opportunity to express our gratitude to the diligent e?orts of all members of the EuroSSCProgramCommittee and the team for the localarrangements.We also wantto thank the over50 (co-)authorsfrom over13 countries for their contributions, shaping the EuroSSC into a true international venue. In addition to the o?cial conference proceedings, we are pleased to also - clude a short report about the Workshop on Ambient Assisted Living (AAL) platforms.We also want to express our thanks to the MonAMI coordinators, as without them the sharedworkshopwouldnot have been possible. We found that theworkshopsparkedinterestingdiscussionsbetweentheconferenceparticipants about the fascination topic of aging in a pervasive computing age.

This book constitutes the refereed proceedings of the 10th International Conference on Pervasive Computing, Pervasive 2012, held in Newcastle, UK, in June 2012. The 28 revised papers presented were carefully reviewed and selected from 138 submissions. The contributions are grouped into the following topical sections: activity capturing; urban mobility and computing; home and energy; HCI; development tools and devices; indoor location and positioning; social computing and games; privacy; public displays and services.

The 18th European Advanced Course on AI (ACAI) took place in Berlin on 11-15 October 2021, organized by the European project Humane-AI Net in collaboration with the European AI Association (EURAI). The school included tutorials on different topics, which were selected through an open call to top European AI researchers. In addition, the school also included 4 invited talks, a student poster presentation, and a mentorship program.This volume contains 21 tutorial chapters organized according to the following themes: human-centered AI; human-centered machine learning; explainable AI; ethics, law, and the societal aspects of AI; argumentation; and social simulation. The contributions include learning objectives, reading lists, and links to further resources.

The keychallengeforfuture computersystemis dealingwithcomplexity.Onone hand this involves internal system complexity which has increased exponentially over recent years. Here the main objectives are to maintain system reliability and to keep the design and maintenance e?ort manageable, while at the same timecontinuingtoprovidenewfunctionalityandincreasingsystemperformance. This hasbeenthe focus ofso-calledautonomouscomputing, whichaimsto bring self-con?guration and repair to a wide range of computing systems. On the other hand future computer systems are more and more becoming integrated into the fabric of everyday life and thus have to deal with the c- plexities of the real world. They will become smaller, more appropriate for their use, integrated into everyday objects, and often virtually or physically invisible to the users.They will alsobe deployedin a muchhigher quantity andpenetrate many moreapplicationareasthan traditional notionsof computer systems.This requirescomputersystemstobeadaptablewithinamuchwiderrangeofpossible tasks, subjected to much harsher conditions.To provide such features and functionality, computer devices will become tinieryetstillincreaseinsystemcomplexity;theymustconsumelesspower,while still supporting advanced computation and communications, such that they are highlyconnectedyetstilloperateasautonomousunits.Pervasiveandubiquitous computing researchaddressessuchissues by developingconcepts and technology for interweaving computers into our everyday life. The principal approach is to enhance system functionality and adaptability by recognizing context and situations in the environment.

The ARCS series of conferences has over 30 years of tradition reporting hi- quality results in computer architecture and operating systems research. While the conference is proud of its long tradition, it is also proud to represent a - namic, evolving community that closely follows new research trends and topics. Thus, over the last few years, ARCS has evolved towards a strong focus on s- tem aspects of pervasive computing and self-organization techniques (organic and autonomic computing). At the same time it has expanded from its roots as a German Informatics Society (GI/ITG) conference to an international event. This is re?ected by the composition of the TPC which included over 30 renown scientist from 10 di?erent countries. The conference attracted 83 submission from 16 countries across 4 continents. Of those, 20 have been accepted, which amounts to an acceptance rate below 25%. The 20th ARCS event was a special anniversary conference. It is only ?tting that it was held at a special place: the ETH Zurich. It combines one of the leading information technology schools in Europe with a beautiful location.

The ARCS series of conferences has over 30 years of tradition reporting hi- quality results in computer architecture and operating systems research. While the conference is proud of its long tradition, it is also proud to represent a - namic, evolving community that closely follows new research trends and topics. Thus, over the last few years, ARCS has evolved towards a strong focus on s- tem aspects of pervasive computing and self-organization techniques (organic and autonomic computing). At the same time it has expanded from its roots as a German Informatics Society (GI/ITG) conference to an international event. This is re?ected by the composition of the TPC which included over 30 renown scientist from 10 di?erent countries. The conference attracted 83 submission from 16 countries across 4 continents. Of those, 20 have been accepted, which amounts to an acceptance rate below 25%. The 20th ARCS event was a special anniversary conference. It is only ?tting that it was held at a special place: the ETH Zurich. It combines one of the leading information technology schools in Europe with a beautiful location.

Welcome to the 5th European Conference on Smart Sensing and Context. EuroSSC 2010 is a venue for high-quality papers that describe both original and unpublished research advancing the state of the art in smart surroundings, context-awareness and networked embedded sensor and actuator systems. The conference brings researchers of a variety of disciplines, perspectives and g- graphical areas together. It aims to explore the implications of computing as it starts to surround us transparently, interwoven into the fabric of everyday life. Our Program Committee-composed of 28 leading international researchers in the ?elds of context recognition and smart sensing-accepted 13 papers to be published in these proceedings. We want to take the opportunity to express our gratitude to the diligent e?orts of all members of the EuroSSCProgramCommittee and the team for the localarrangements.We also wantto thank the over50 (co-)authorsfrom over13 countries for their contributions, shaping the EuroSSC into a true international venue. In addition to the o?cial conference proceedings, we are pleased to also - clude a short report about the Workshop on Ambient Assisted Living (AAL) platforms.We also want to express our thanks to the MonAMI coordinators, as without them the sharedworkshopwouldnot have been possible. We found that theworkshopsparkedinterestingdiscussionsbetweentheconferenceparticipants about the fascination topic of aging in a pervasive computing age.

This book constitutes the refereed proceedings of the 10th International Conference on Pervasive Computing, Pervasive 2012, held in Newcastle, UK, in June 2012. The 28 revised papers presented were carefully reviewed and selected from 138 submissions. The contributions are grouped into the following topical sections: activity capturing; urban mobility and computing; home and energy; HCI; development tools and devices; indoor location and positioning; social computing and games; privacy; public displays and services.