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- | ====== The EXplainable AI in Law (XAILA) | + | ====== The EXplainable |
- | **XAILA | + | **The main XAILA webpage |
- | **Organized by:** Grzegorz J. Nalepa, Martin Atzmueller, Michał Araszkiewicz, | + | XAILA is an interdisciplinary workshop on the intersection of AI and Law, focusing on the important issues of EXplainable and Responsible AI. |
- | at the [[http:// | + | |
- | ===== Abstract ===== | + | See more information on the [[start# |
- | Humanized AI emphasizes transparency and explainability in AI systems. These perspectives have an important ethical dimension, that is most often analyzed by philosophers. However, in order for it to be fruitful for AI engineers, it has to be properly focused. The intersection of Law and AI that makes it possible, as it provides a conceptual framework for ethical concepts and values in AI systems. A significant part of AI and Law research during | + | |
- | ===== Motivation and workshop topics | + | ===== XAILA at JURIX 2021 ===== |
- | Humanized AI (HAI) includes important perspectives in AI systems, including transparency and explainability (XAI). Another one is the affective computing paradigm. These perspectives have an important ethical dimension. While ethical discussion is conducted by many philosophers, | + | The 5th International Workshop |
- | We believe, that it is the intersection of Law and AI that makes such an endeavor possible. Together, this lays foundations and provides a conceptual framework for ethical concepts and values in AI systems. Therefore, when discussing ethical consequences and considerations of transparent and explainable AI systems, including affective systems, we should focus on the legal conceptual framework. A significant part of AI and Law research during the last two decades was devoted to operationalization of legal thinking with values. These results may now be reconsidered in a broader context, concerning the development of XAI systems and their social impact. As such it is a very timely issue for the AI and Law community. | + | at the |
- | Our objective is to bring people from AI interested in XAI/HAI topics | + | 34th International Conference |
- | * non-functional design choices for explainable and transparent AI systems (including legal requirements) | + | Mykolas Romeris University, Vilnius, Lithuania December 8, 2021 |
- | * legal requirements for AI systems in specific domains | + | [[https:// |
- | * legal consequences of black-box AI systems | + | |
- | * legal criteria for explainable and transparent AI systems | + | |
- | * possible applications of XAI systems in the area of legal policy deliberation, | + | |
- | * ethical and legal implications of the use of AI systems in different spheres of societal life | + | |
- | * relation of XAI and argumentation technologies | + | |
- | * XAI models and architectures | + | |
- | * understanding of the notions of explanation and transparency in XAI | + | |
- | * risk-based approach to analysis of AI systems and the influence of XAI on risk assessment | + | |
- | * incorporating ethical values into AI systems and the legal interpretation | + | |
- | * XAI, privacy and data protection | + | |
- | * possible legal aspects and consequences of affective systems | + | |
- | * legal requirements and risks in AI applications | + | |
- | * XAI, certification and compliance | + | |
- | ===== Program committee ===== | + | Organizing Committee: |
+ | Michał Araszkiewicz, | ||
+ | Martin Atzmueller, University in Osnabrück, Germany, | ||
+ | Grzegorz J. Nalepa, Jagiellonian University in Kraków, | ||
+ | Bart Verheij, University in Groningen | ||
- | Martin | + | ==== Description ==== |
- | Michal | + | 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 ==== | ||
+ | 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 | ||
+ | |||
+ | ==== Important dates ==== | ||
+ | |||
+ | Submission: | ||
+ | Notification: | ||
+ | Camera-ready: | ||
+ | Workshop: | ||
+ | |||
+ | ==== Submission and proceedings ==== | ||
+ | |||
+ | We accept regular/ | ||
+ | https:// | ||
+ | |||
+ | ==== Program Committee (tbe & tbc) ==== | ||
+ | Martin | ||
+ | Michał | ||
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\\ | ||
- | Colette Cuijpers, Tilburg University, The Netherlands\\ | + | Enrico Francesconi, IGSG-CNR, Italy\\ |
- | Rafał Michalczak, Jagiellonian University, Poland\\ | + | |
- | Teresa Moreira, University of Minho Braga, Portugal\\ | + | |
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\\ | ||
- | Jose Palma, Univesidad | + | Juan Pavón, Universidad Complutense |
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\\ | ||
- | Juan Pavón, Universidad | + | Víctor Rodríguez-Doncel, Universidad |
Ken Satoh, National Institute of Informatics, | Ken Satoh, National Institute of Informatics, | ||
+ | Jaromír Šavelka, Carnegie Mellon University, USA\\ | ||
Erich Schweighofer, | Erich Schweighofer, | ||
Piotr Skrzypczyński, | Piotr Skrzypczyński, | ||
- | Dominik Ślęzak, Warsaw | + | Michal Valco, Constantine the Philosopher |
- | Michal Valco, University of Presov, Slovakia\\ | + | Bart Verheij, University of Groningen, The Netherlands\\ |
Tomasz Żurek, Maria Curie-Skłodowska University of Lublin, Poland | Tomasz Żurek, Maria Curie-Skłodowska University of Lublin, Poland | ||
- | ===== Important dates ===== | ||
- | * Submission: 23.< | + | ===== Past editions of XAILA ===== |
- | * Notification: | + | |
- | * Camera-ready: | + | |
- | * Workshop: | + | |
- | ===== Submission ===== | + | [[xaila2021icail|The fourth edition of XAILA, XAILA2021ICAIL]] was |
- | Please submit using the dedicated Easychair installation | + | 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 long (8 pages) and short (4 pages) papers in PDF. | + | [[xaila2020|The third edition of XAILA, XAILA2020]] was |
- | Please use the [[http://www.iospress.nl/ | + | organized by Grzegorz J. Nalepa, Michał Araszkiewicz, |
- | |IOS Press format.]] | + | |
- | ===== Proceedings ===== | + | XAILA 2020 proceedings |
- | Workshop | + | |
- | A post workshop | + | [[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]] | ||
+ | |||
+ | 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 | ||
+ | Organized by: Grzegorz J. Nalepa, Martin Atzmueller, Michał Araszkiewicz, | ||
+ | at the [[http:// | ||
+ | [[start2018|See the dedicated page for XAILA2018]] | ||
- | ===== Call for papers ===== | + | XAILA 2018 proceedings can be found at [[http://ceur-ws.org/Vol-2381]] |
- | {{ :xaila:xaila-cfp-v3.pdf }} | + | |