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- | ====== The EXplainable AI in Law (XAILA) Workshop ====== | + | ====== The EXplainable |
- | **XAILA webpage [[http:// | + | **The main XAILA webpage |
- | [[start2018|The first edition, XAILA2018]] was | + | XAILA is an interdisciplinary workshop on the intersection of AI and Law, focusing on the important issues of EXplainable and Responsible AI. |
- | **Organized by:** Grzegorz J. Nalepa, Martin Atzmueller, Michał Araszkiewicz, | + | |
- | at the [[http:// | + | |
- | [[start2018|See | + | |
- | We also proposed | + | In 2020 we are having the 3rd edition of XAILA, organized by Grzegorz J. Nalepa, Michał Araszkiewicz, |
- | [[icail2019|See the dedicated page for XAILA2019@ICAIL]] | + | (Jagiellonian University, Poland; University of Groningen, The Netherlands; |
+ | JURIX 2020 is the 33rd International Conference on Legal Knowledge | ||
- | **The second edition of XAILA** is Organized by: Grzegorz J. Nalepa, Martin Atzmueller, Michał Araszkiewicz, | + | See more information on the [[start#past editions of XAILA]]. |
- | at the [[https:// | + | |
- | December 11, 2019, Madrid, Spain in ETSI Minas y Energía School (Universidad Politécnica de Madrid) | + | |
- | ===== XAILA 2019 at Jurix 2019 ===== | + | ===== XAILA 2020 at JURIX2020 |
+ | ==== Workshop Program ==== | ||
+ | The workshop will take place on 09.12.2020 online using MSTeams. | ||
+ | More details will follow. | ||
- | ==== Organizers | + | ==== Invited Speakers |
- | Grzegorz J. Nalepa, Martin Atzmueller, Michał Araszkiewicz, | + | |
- | ==== Abstract | + | {{: |
- | Humanized AI emphasizes transparency and explainability | + | **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 ==== | ||
+ | |||
+ | In the last several years we have observed a growing interest | ||
+ | |||
+ | Recently, the term responsible AI (RAI) has been coined as a step beyond XAI. Discussion of RAI has been again strongly influenced | ||
+ | |||
+ | ==== Topics of interest ==== | ||
+ | |||
+ | Our objective | ||
- | ==== Motivation for the workshop and description ==== | ||
- | 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, | ||
- | 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. | ||
- | Our objective is to bring people from AI interested in XAI/HAI topics (possibly with broader background than just engineering) and create an ample space for discussion with people from the field of legal scholarship and/or legal practice. As many members of the AI and Law community join both perspectives, | ||
* the notions of transparency, | * the notions of transparency, | ||
* non-functional design choices for explainable and transparent AI systems | * non-functional design choices for explainable and transparent AI systems | ||
* legal consequences of black-box AI systems | * legal consequences of black-box AI systems | ||
- | * legal criteria and requirements for explainable | + | * legal criteria and requirements for explainable, transparent, and responsible |
+ | * 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, | * 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 | + | * legal implications of the use of AI systems in different spheres of societal life |
* the notion of right to explanation | * the notion of right to explanation | ||
- | * relation of XAI and argumentation technologies | + | * relation of XAI and RAI to argumentation technologies |
- | * XAI models, | + | * approaches and architectures |
- | * XAI and declarative domain knowledge | + | * XAI, RAI and declarative domain knowledge |
* risk-based approach to analysis of AI systems and the influence of XAI on risk assessment | * risk-based approach to analysis of AI systems and the influence of XAI on risk assessment | ||
- | * incorporation of ethical values into AI systems | + | * incorporation of ethical values into AI systems, its legal interpretation and consequences |
- | * XAI, privacy and data protection | + | * XAI, privacy and data protection |
- | * possible legal aspects | + | |
* XAI, certification and compliance | * XAI, certification and compliance | ||
- | ==== List of members of the program committee (tentative) | + | ==== Workshop format |
+ | Workshop format: paper presentations + panel discussion, invited talk/s. | ||
- | Martin Atzmueller, | + | Intended audience are practitioners and theorists from both law and AI. |
+ | |||
+ | ==== Program Committee ==== | ||
+ | |||
+ | List of members of the program committee (to be confirmed): | ||
+ | Martin Atzmueller, | ||
Michal Araszkiewicz, | Michal Araszkiewicz, | ||
Kevin Ashley, University of Pittsburgh, USA\\ | Kevin Ashley, University of Pittsburgh, USA\\ | ||
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Adrian Paschke, Freie Universität Berlin, Germany\\ | Adrian Paschke, Freie Universität Berlin, Germany\\ | ||
Monica Palmirani, Università di Bologna, Italy\\ | Monica Palmirani, Università di Bologna, Italy\\ | ||
- | Juan Pavón Universidad Complutense de Madrid, Spain\\ | ||
Radim Polčák, Masaryk University, Czech Republic\\ | Radim Polčák, Masaryk University, Czech Republic\\ | ||
Marie Postma, Tilburg University, The Netherlands\\ | Marie Postma, Tilburg University, The Netherlands\\ | ||
Ken Satoh, National Institute of Informatics, | Ken Satoh, National Institute of Informatics, | ||
+ | Jaromír Šavelka, Carnegie Mellon University, USA\\ | ||
Erich Schweighofer, | Erich Schweighofer, | ||
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 | + | Tomasz Żurek, Maria Curie-Skłodowska University of Lublin, Poland\\ |
==== Important dates ==== | ==== Important dates ==== | ||
- | Submission: 14.11.2019\\ | ||
- | Notification: | ||
- | Corrected papers: 30.12.2019\\ | ||
- | Workshop: | ||
- | ====Submission | + | Submission: // |
- | Please submit | + | Notification: |
- | [[https:// | + | Camera-ready: |
- | We are accepting short papers – 5 pages with references, and long papers – 10 pages. We are encouraging both original research papers, as well position papers. | + | Workshop: |
- | All submissions should be formatted using the styles | + | |
- | Workshop proceedings will be made available | + | ==== Submission |
- | A post workshop journal publication is considered. | + | |
+ | We accept regular/ | ||
+ | We also welcome short and position papers of 6pp. | ||
+ | Please use the [[https:// | ||
+ | |||
+ | A dedicated Easychair installation | ||
+ | |||
+ | Workshop proceedings will be made available by CEUR-WS. A post workshop journal publication is considered. | ||
+ | |||
+ | ===== Past editions of XAILA ===== | ||
+ | |||
+ | [[start2018|The first edition, XAILA2018]] was | ||
+ | Organized by: Grzegorz J. Nalepa, Martin Atzmueller, Michał Araszkiewicz, | ||
+ | at the [[http:// | ||
+ | [[start2018|See | ||
+ | |||
+ | XAILA 2018 proceedings can be found at [[http://ceur-ws.org/Vol-2381]] | ||
+ | |||
+ | We also proposed XAILA to be held on the [[https://icail2019-cyberjustice.com|International Conference on Artificial Intelligence | ||
+ | [[icail2019|See the dedicated page for XAILA2019@ICAIL]] | ||
+ | |||
+ | [[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:// | ||