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Links zu Ergebnissen und Veröffentlichungen von RP7-Projekten sowie Links zu einigen Typen spezifischer Ergebnisse wie Datensätzen und Software werden dynamisch von OpenAIRE abgerufen.
Leistungen
This report will describe the Living Lab (LL) hosted by each use case. These LLs will convene a cross-section of key actors, to form a cross-sectoral working group which will serve as a focal point for interactions with stakeholders of each of the respective use cases. The LLs will comprise stakeholders such as public authorities, local business representatives, NGOs, policy makers, etc., and seek to embed their perspective into the research process, increasing the potential for practical application of project results. Stakeholder engagement within the LLs will be central to economic methods such as cost benefit analysis, choice experiments, and revealed preference analysis, in order to develop effective financial instruments to incentivise behaviour change, and inform policy development.
Methods for Explainability that Incorporate Fairness Measures (öffnet in neuem Fenster)This report describes novel explainability methods to provide explanations on fairness of the outcomes of AI algorithms, tying the produced explanations to respective fairness definitions. In particular, we will focus on how we will incorporate additional factors in the optimization objective of explainability algorithms such as counterafactuals or SHAP, in order to account for in changes of fairness definition configurations. This will also describe their initial implementations.
First Periodical Management Report (öffnet in neuem Fenster)The periodical management report will have two parts. (1) The Technical Report's Part B is a project status report. It presents a narrative of the progression of the work done, from project objectives and work packages, to tasks’ progress descriptions. It also covers detected risks and the associated mitigation measures. Also, any deviations from original planning should be explained here. (2) The Financial Report refers to the consumption of the project costs incurred during the period.
A Study on Fair AI Policies and Regimes (öffnet in neuem Fenster)In order to ground the research and development in the relevant regulation of the EU and selected third countries (esp. in the WOR use case, where many clients are multi-nationals with large operations in the US), this report will present a comprehensive overview of AI-Fairness policy (to be updated as a live document), providing guidance and suggestions to the consortium. It will report on workshops with regulators dealing with AI fairness. It will explain the regulatory tensions (e.g. between property and fairness protection regimes) and suggest potential strategies of resolution. It will develop lists of best regulatory practices. It will suggest and develop model contract clauses in relation to FairAI and assess existing AI-based service providers’ contract on their basis.
The Project Website will be the base for the dissemination activities that will be projected through the website. These will include the project details, project progress, promotional videos, participation in scientific conferences and business venues. All publications derived from the project will be linked from the project website in their arxiv and archival forms to maximize the project promotion. Moreover, the project promotion plans will include the setup and maintenance of LinkedIn groups dedicated to the project promotion, and a print fact sheet.
An updated version of the data management plan will be made available in time for the mid-term review.
Data Management Plan (öffnet in neuem Fenster)The first version of the DMP will be submitted within the first 6 months of the project.
Veröffentlichungen
Autoren:
Zhou, Quan; Marecek, Jakub
Veröffentlicht in:
2023
DOI:
10.48550/arxiv.2310.11407
Autoren:
Shafiei, Allahkaram; Kungurtsev, Vyacheslav; Marecek, Jakub
Veröffentlicht in:
2022
DOI:
10.48550/arxiv.2211.09774
Autoren:
Aspman, Johannes; Bareilles, Gilles; Kungurtsev, Vyacheslav; Marecek, Jakub; Takáč, Martin
Veröffentlicht in:
2023
DOI:
10.48550/arxiv.2305.16122
Autoren:
Qiu, Songqiang; Kungurtsev, Vyacheslav
Veröffentlicht in:
2023
DOI:
10.48550/arxiv.2302.07947
Autoren:
Nemecek, Jiri; Pevny, Tomas; Marecek, Jakub
Veröffentlicht in:
2024
DOI:
10.48550/arxiv.2401.14086
Autoren:
Greenberg, Ido; Yannay, Netanel; Mannor, Shie
Veröffentlicht in:
2023
DOI:
10.48550/arxiv.2310.00675
Autoren:
Zygouras, Nikolaos; Gunopulos, Dimitrios
Veröffentlicht in:
Proceedings of the 30th International Conference on Advances in Geographic Information Systems, 2022
DOI:
10.48550/arxiv.2301.05292
Autoren:
Nizhnichenkov, Svetoslav; Nair, Rahul; Daly, Elizabeth; Mac Namee, Brian
Veröffentlicht in:
2023
DOI:
10.48550/arxiv.2312.00765
Autoren:
Haldar, Swagatam; Saha, Diptikalyan; Wei, Dennis; Nair, Rahul; Daly, Elizabeth M.
Veröffentlicht in:
2023
DOI:
10.48550/arxiv.2306.06473
Autoren:
Aspman, Johannes; Kungurtsev, Vyacheslav; Seraji, Reza Roohi
Veröffentlicht in:
2023
DOI:
10.48550/arxiv.2302.00709
Autoren:
Bareilles, Gilles; Aspman, Johannes; Nemecek, Jiri; Marecek, Jakub
Veröffentlicht in:
2023
DOI:
10.48550/arxiv.2311.13544
Autoren:
Loukas Kavouras, Konstantinos Tsopelas, Giorgos Giannopoulos, Dimitris Sacharidis, Eleni Psaroudaki, Nikolaos Theologitis, Dimitrios Rontogiannis, Dimitris Fotakis, Ioannis Emiris
Veröffentlicht in:
NeurIPS 2023, 2023
Herausgeber:
NeurIPS
DOI:
10.48550/arXiv.2306.14978
Autoren:
Zhou, Quan; Ghosh, Ramen; Shorten, Robert; Marecek, Jakub
Veröffentlicht in:
2024 IEEE 40th International Conference on Data Engineering Workshops (ICDEW), 2024
Herausgeber:
IEEE
DOI:
10.48550/ARXIV.2209.01410
Autoren:
Swagatam Haldar, Diptikalyan Saha, Dennis Wei, Rahul Nair, Elizabeth M. Daly
Veröffentlicht in:
UAI 2023, 2023
Herausgeber:
Association for Uncertainty in Artificial Intelligence
Autoren:
Johannes Aspman, Gilles Bareilles, Vyacheslav Kungurtsev, Jakub Marecek, Martin Takáč
Veröffentlicht in:
Foundations of Computational Mathematics, 2023
Herausgeber:
Foundations of Computational Mathematics
Autoren:
Erik Miehling, Rahul Nair, Elizabeth Daly, Karthikeyan Natesan Ramamurthy, Robert Redmond
Veröffentlicht in:
NeurIPS 2023, 2023, ISSN 1049-5258
Herausgeber:
neurips.cc
Autoren:
Zhou, Quan; Ghosh, Ramen; Shorten, Robert; Marecek, Jakub
Veröffentlicht in:
FAIR 2024, 2022
DOI:
10.48550/arxiv.2209.01410
Autoren:
Tomaras, Dimitrios; Tsenos, Michail; Kalogeraki, Vana
Veröffentlicht in:
23rd IEEE International Conference on Mobile Data Management (MDM), 2022
DOI:
10.48550/arxiv.2302.04463
Autoren:
Rahul Nair
Veröffentlicht in:
ICML 2023 Workshop Artificial Intelligence & Human-Computer Interaction, 2023, ISSN 2640-3498
Herausgeber:
MLResearchPress
Autoren:
Dimitris Sacharidis, Giorgos Giannopoulos, George Papastefanatos, Kostas Stefanidis
Veröffentlicht in:
26th International Conference on Extending Database Technology (EDBT), 2023
Herausgeber:
EDBT
Autoren:
Aspman, Johannes; Korpas, Georgios; Marecek, Jakub
Veröffentlicht in:
AAAI 2024, 2024
DOI:
10.48550/arxiv.2310.04469
Autoren:
Kavouras, Loukas; Tsopelas, Konstantinos; Giannopoulos, Giorgos; Sacharidis, Dimitris; Psaroudaki, Eleni; Theologitis, Nikolaos; Rontogiannis, Dimitrios; Fotakis, Dimitris; Emiris, Ioannis Z.
Veröffentlicht in:
NeurIPS 2023, 2023
DOI:
10.48550/ARXIV.2306.14978
Autoren:
Jakub Mareček, Michal Roubalik, Ramen Ghosh, Robert N. Shorten, Fabian R. Wirth
Veröffentlicht in:
Automatica, 2023, ISSN 0005-1098
Herausgeber:
Pergamon Press Ltd.
DOI:
10.1016/j.automatica.2022.110743
Autoren:
Quan Zhou, Jakub Mareček, Robert Shorten
Veröffentlicht in:
The Journal of Artificial Intelligence Research (JAIR), 2023, ISSN 1076-9757
Herausgeber:
Morgan Kaufmann Publishers, Inc.
DOI:
10.1613/jair.1.14050
Autoren:
Wynita M. Griggs; Ramen Ghosh; Jakub Mareček; Robert N. Shorten
Veröffentlicht in:
International Journal of Control, 2025, ISSN 0020-7179
Herausgeber:
Taylor and Francis
DOI:
10.1080/00207179.2025.2469281
Autoren:
Vyacheslav Kungurtsev, Jakub Marecek, Ramen Ghosh, Robert Shorten
Veröffentlicht in:
Automatica, 2023, ISSN 0005-1098
Herausgeber:
Pergamon Press Ltd.
DOI:
10.1016/j.automatica.2023.110946
Autoren:
Ferraro, P; Yu, JY; Ghosh, R; Alam, SE; Marecek, J; Wirth, F; Shorten, R
Veröffentlicht in:
International Journal of Control, 2023, ISSN 0020-7179
Herausgeber:
Taylor & Francis
DOI:
10.48550/ARXIV.2209.13273
Autoren:
Zamanos, Andreas; Ioannakis, George; Emiris, Ioannis
Veröffentlicht in:
Journal of Chemical Information and Modeling, 2024, ISSN 1549-9596
Herausgeber:
American Chemical Society
DOI:
10.1021/ACS.JCIM.3C01559
Autoren:
Allahkaram Shafiei; Vyacheslav Kungurtsev; Jakub Marecek
Veröffentlicht in:
Mathematical Methods of Operations Research, 2024, ISSN 1432-5217
Herausgeber:
Springer
DOI:
10.48550/ARXIV.2105.09407
Autoren:
Pietro Ferraro,Jia Yuan Yu,Ramen Ghosh,Syed Eqbal Alam,Jakub Marecek,Fabian Wirth, Robert Shorten
Veröffentlicht in:
International Journal of Control, 2024, ISSN 0020-7179
Herausgeber:
Taylor and Francis Ltd.
DOI:
10.1080/00207179.2023.2259016
Autoren:
Quan Zhou, Jakub Mareček, Robert Shorten
Veröffentlicht in:
PLoS One, 2023, ISSN 1932-6203
Herausgeber:
Public Library of Science
DOI:
10.1371/journal.pone.0281443
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