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xaila:start [2020/11/29 19:51] – gjn | xaila:start [2021/11/05 22:07] – [XAILA at JURIX 2021] gjn | ||
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XAILA is an interdisciplinary workshop on the intersection of AI and Law, focusing on the important issues of EXplainable and Responsible AI. | XAILA is an interdisciplinary workshop on the intersection of AI and Law, focusing on the important issues of EXplainable and Responsible AI. | ||
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- | In 2020 we are having the 3rd edition of XAILA, organized by Grzegorz J. Nalepa, Michał Araszkiewicz, | ||
- | (Jagiellonian University, Poland; University of Groningen, The Netherlands; | ||
- | JURIX 2020 is the 33rd International Conference on Legal Knowledge and Information Systems organised by the Foundation for Legal Knowledge Based Systems (JURIX) since 1988. JURIX 2020 is co-hosted by the Institue of Law and Technology (Faculty of Law, Masaryk University, Brno) and the Knowledge-based Software Systems Group (Department of Computer Science, Faculty of Electrical Engineering, | ||
See more information on the [[start# | See more information on the [[start# | ||
- | ===== XAILA 2020 at JURIX2020 | + | ===== XAILA at JURIX 2021 ===== |
- | ==== Workshop Program ==== | + | |
- | The workshop will take place on 09.12.2020 online using MSTeams. | + | |
- | More details will follow. | + | |
- | + | ||
- | ==== Invited Speakers ==== | + | |
- | + | ||
- | {{: | + | |
- | **Professor Dr. Philipp Hacker**, LL.M. (Yale), holds the Chair for Law and Ethics of the Digital Society at European University Viadrina in Frankfurt (Oder). He serves jointly at the Faculty of Law and at the European New School of Digital Studies (ENS). Before joining Viadrina, he was an AXA Postdoctoral Fellow at the Faculty of Law at Humboldt University of Berlin. Previous research stays include a Max Weber Fellowship at the European University Institute and an A.SK Fellowship at the WZB Berlin Social Science Center. His research focuses on law and technology as well as (behavioral) law and economics. In 2020, he received the Science Award of the German Foundation for Law and Computer Science. His most recent books include Regulating Blockchain. Techno-Social and Legal Challenges (Oxford University Press, 2019, co-edited with Ioannis Lianos, Georgios Dimitropoulos and Stefan Eich); Theories of Choice. The Social Science and the Law of Decision Making (Oxford University Press, forthcoming, | + | |
- | + | ||
- | **Title of the talk** AI and Discrimination: | + | |
- | + | ||
- | **Abstract** | + | |
- | The talk will focus on the interaction between AI models and liability in the domain of non-discrimination. As is well-known, the output of AI models may exhibit bias toward legally protected groups. In the past, various fairness definitions have been developed to mitigate such discrimination. Against this background, the talk will first present a new model which allows AI developers to flexibly interpolate between different fairness definitions depending on the context of the model application. In the second step, however, the talk will inquire to what extent AI developers may risk liability under affirmative action doctrines if they seek to implement algorithmic fairness measures in their models. | + | |
- | + | ||
- | ==== Call for Papers ==== | + | |
- | {{ : | + | |
- | ==== Motivation for the workshop ==== | + | The 5th International Workshop on eXplainable and Responsible AI and Law (XAILA2021@JURIX) |
+ | at the | ||
+ | 34th International Conference on Legal Knowledge and Information Systems | ||
+ | Mykolas Romeris University, Vilnius, Lithuania December 8, 2021 | ||
+ | [[https:// | ||
- | In the last several years we have observed a growing interest | + | Organizing Committee: |
+ | Michał Araszkiewicz, | ||
+ | Martin Atzmueller, University in Osnabrück, Germany, | ||
+ | Grzegorz J. Nalepa, Jagiellonian University in Kraków, | ||
+ | Bart Verheij, University in Groningen | ||
- | Recently, the term responsible AI (RAI) has been coined as a step beyond XAI. Discussion of RAI has been again strongly influenced by the “ethical” perspective. However, as practitioners in our fields we are convinced, that the advancements of AI are way too fast, and the ethical perspective much too vague to offer conclusive and constructive results. We are convinced, that the concepts of responsibility, | + | ==== Description ==== |
+ | In the last several years we have observed a growing interest in advanced AI systems achieving impressive task performance. However, there has also been an increased awareness of their complexity and challenging consequences of their possibly limited understandability to humans. In response, a number of research directions have been initiated. These include humanized or human-centered AI, as well as ethically aligned, ethically designed, or just ethical AI. For many of these ideas, the principal concept seems to be the explanatory capability of the AI system (XAI), e.g. via interpretable and explainable machine learning, inclusion of human background knowledge and adequate declarative knowledge, that could provide foundations not only for transparency and understandability, | ||
+ | Recently, the term responsible AI (RAI) has been coined as a step beyond XAI. Discussion of RAI has again been strongly influenced by the “ethical” perspective. However, as practitioners in our fields we are convinced that the advancements of AI are way too fast, and the ethical perspective much too vague to offer conclusive and constructive results. We are convinced that the concepts of responsibility, | ||
==== Topics of interest ==== | ==== Topics of interest ==== | ||
+ | Our objective is to bring people from AI interested in XAI and RAI topics | ||
+ | * the notions of transparency, | ||
+ | * non-functional design choices for explainable and transparent AI systems | ||
+ | * legal consequences of black-box AI systems | ||
+ | * legal criteria and requirements for explainable, | ||
+ | * criteria of legal responsibility discussed in the context of intelligent systems operation and the role of explainability in liability ascription | ||
+ | * possible applications of XAI systems in the area of legal policy deliberation, | ||
+ | * legal implications of the use of AI systems in different spheres of societal life | ||
+ | the notion of right to explanation | ||
+ | * relation of XAI and RAI to argumentation technologies | ||
+ | * approaches and architectures for XAI and RAI in AI systems | ||
+ | * XAI, RAI and declarative domain knowledge | ||
+ | * risk-based approach to analysis of AI systems and the influence of XAI on risk assessment | ||
+ | * incorporation of ethical values into AI systems, its legal interpretation and consequences | ||
+ | * XAI, privacy and data protection (conceptual and theoretical issues) | ||
+ | * XAI, certification and compliance | ||
- | Our objective is to bring people from AI interested in XAI and RAI topics | + | ==== Important dates ==== |
- | * the notions of transparency, | + | Submission: |
- | * non-functional design choices for explainable and transparent AI systems | + | Notification: |
- | * legal consequences of black-box AI systems | + | Camera-ready: |
- | * legal criteria and requirements for explainable, | + | Workshop: |
- | * criteria of legal responsibility discussed in the context of intelligent systems operation and the role of explainability in liability ascription | + | |
- | * possible applications of XAI systems in the area of legal policy deliberation, | + | |
- | * legal implications of the use of AI systems in different spheres of societal life | + | |
- | * the notion of right to explanation | + | |
- | * relation of XAI and RAI to argumentation technologies | + | |
- | * approaches and architectures for XAI and RAI in AI systems | + | |
- | * XAI, RAI and declarative domain knowledge | + | |
- | * risk-based approach to analysis of AI systems and the influence of XAI on risk assessment | + | |
- | * incorporation of ethical values into AI systems, its legal interpretation and consequences | + | |
- | * XAI, privacy and data protection (conceptual and theoretical issues) | + | |
- | * XAI, certification and compliance | + | |
- | ==== Workshop format | + | ==== Submission and proceedings |
- | Workshop format: paper presentations + panel discussion, invited talk/s. | + | |
- | Intended audience are practitioners | + | We accept regular/ |
+ | https:// | ||
- | ==== Program Committee ==== | + | ==== Program Committee |
- | + | Martin | |
- | List of members of the program committee (to be confirmed): | + | Michał |
- | Martin | + | |
- | Michal | + | |
Kevin Ashley, University of Pittsburgh, USA\\ | Kevin Ashley, University of Pittsburgh, USA\\ | ||
- | Szymon Bobek, | + | Floris Bex, Utrecht University, the Netherlands\\ |
+ | Szymon Bobek, | ||
+ | Georg Borges, Universität des Saarlandes, Germany\\ | ||
Jörg Cassens, University of Hildesheim, Germany\\ | Jörg Cassens, University of Hildesheim, Germany\\ | ||
David Camacho, Universidad Autonoma de Madrid, Spain\\ | David Camacho, Universidad Autonoma de Madrid, Spain\\ | ||
Pompeu Casanovas, Universitat Autonoma de Barcelona, Spain\\ | Pompeu Casanovas, Universitat Autonoma de Barcelona, Spain\\ | ||
- | Teresa Moreira, University of Minho Braga, Portugal\\ | + | Enrico Francesconi, IGSG-CNR, Italy\\ |
Paulo Novais, University of Minho Braga, Portugal\\ | Paulo Novais, University of Minho Braga, Portugal\\ | ||
- | Grzegorz J. Nalepa, AGH University, Jagiellonian University, Poland\\ | + | Grzegorz J. Nalepa, Jagiellonian University, Poland\\ |
Tiago Oliveira, National Institute of Informatics, | Tiago Oliveira, National Institute of Informatics, | ||
Martijn von Otterlo, Tilburg University, The Netherlands\\ | Martijn von Otterlo, Tilburg University, The Netherlands\\ | ||
+ | Jose Palma, Universidad de Murcia, Spain\\ | ||
Adrian Paschke, Freie Universität Berlin, Germany\\ | Adrian Paschke, Freie Universität Berlin, Germany\\ | ||
+ | Juan Pavón, Universidad Complutense de Madrid, Spain\\ | ||
Monica Palmirani, Università di Bologna, Italy\\ | Monica Palmirani, Università di Bologna, Italy\\ | ||
Radim Polčák, Masaryk University, Czech Republic\\ | Radim Polčák, Masaryk University, Czech Republic\\ | ||
Marie Postma, Tilburg University, The Netherlands\\ | Marie Postma, Tilburg University, The Netherlands\\ | ||
+ | Víctor Rodríguez-Doncel, | ||
Ken Satoh, National Institute of Informatics, | Ken Satoh, National Institute of Informatics, | ||
Jaromír Šavelka, Carnegie Mellon University, USA\\ | Jaromír Šavelka, Carnegie Mellon University, USA\\ | ||
Erich Schweighofer, | Erich Schweighofer, | ||
+ | Piotr Skrzypczyński, | ||
Michal Valco, Constantine the Philosopher University in Nitra, Slovakia\\ | Michal Valco, Constantine the Philosopher University in Nitra, Slovakia\\ | ||
- | Tomasz Żurek, Maria Curie-Skłodowska University of Lublin, Poland\\ | + | Bart Verheij, University of Groningen, The Netherlands\\ |
+ | Tomasz Żurek, Maria Curie-Skłodowska University of Lublin, Poland | ||
- | ==== Important dates ==== | ||
- | Submission: // | + | ===== Past editions of XAILA ===== |
- | Notification: | + | |
- | Camera-ready: | + | |
- | Workshop: | + | |
- | ==== Submission details ==== | + | [[xaila2021icail|The fourth edition of XAILA, XAILA2021ICAIL]] was |
+ | organized by Michał Araszkiewicz, | ||
+ | at the 18th International Conference on Artificial Intelligence and Law (ICAIL 2021) held in Sao Paulo, Brazil (entirely online). | ||
- | We accept regular/ | + | [[xaila2020|The third edition of XAILA, XAILA2020]] was |
- | We also welcome short and position papers of 6pp. | + | organized by Grzegorz J. Nalepa, Michał Araszkiewicz, |
- | Please use the [[https:// | + | |
- | A dedicated Easychair installation is provided | + | XAILA 2020 proceedings can be found at [[http://ceur-ws.org/Vol-2891/]] |
- | Workshop proceedings will be made available | + | [[start2019|The second edition of XAILA, XAILA2019]] was organized |
+ | at the [[https:// | ||
+ | December 11, 2019, Madrid, Spain in ETSI Minas y Energía School (Universidad Politécnica de Madrid) | ||
+ | [[start2019|See the dedicated page for XAILA2019]] | ||
- | ===== Past editions of XAILA ===== | + | XAILA 2019 proceedings can be found at [[http:// |
+ | |||
+ | We also proposed XAILA to be held on the [[https:// | ||
+ | [[icail2019|See the dedicated page for XAILA2019@ICAIL]] | ||
[[start2018|The first edition, XAILA2018]] was | [[start2018|The first edition, XAILA2018]] was | ||
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XAILA 2018 proceedings can be found at [[http:// | XAILA 2018 proceedings can be found at [[http:// | ||
- | We also proposed XAILA to be held on the [[https:// | ||
- | [[icail2019|See the dedicated page for XAILA2019@ICAIL]] | ||
- | |||
- | [[start2019|The second edition of XAILA, XAILA2019]] was Organized by: Grzegorz J. Nalepa, Martin Atzmueller, Michał Araszkiewicz, | ||
- | at the [[https:// | ||
- | December 11, 2019, Madrid, Spain in ETSI Minas y Energía School (Universidad Politécnica de Madrid) | ||
- | [[start2019|See the dedicated page for XAILA2019]] | ||
- | |||
- | XAILA 2019 proceedings can be found at [[http:// | ||