Call for Papers
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Call for Papers: Workshop on Trustworthy Artificial Intelligence,
as a part of the ECML/PKDD 22 program.
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Held in conjunction with ECMLPKDD (https://2022.ecmlpkdd.org/)
Website: https://trustworthy-ai-22.sciencesconf.org/
Extended Abstract submission deadline: June 20, 2022
Author notification: July 13, 2022
Camera-ready submission: September 2, 2022
The site will start accepting submissions on May 1, 2022.
Workshop date: September 19, 2022 (morning)
Location: Grenoble (France), on site workshop with remote connections available
About:
This workshop will conduct a reflection on the methods and principles allowing the integration of artificial intelligence in critical products and services in a safe, reliable and secure way. Particular attention will be paid to methods for the engineering of innovative industrial products and services integrating AI, the large-scale deployment of industrial systems, as integrating AI is a crucial issue for industrial competitiveness.
The scientific challenges include, as example, the construction of AI components with controlled confidence, the construction of data/knowledge to increase trustworthiness in learning or the interaction generating confidence between the user and the AI-based system.
Authors are invited to submit their original work in this field and thus contribute to the reflections that will be conducted.
The workshop will include oral and poster presentations and will leave a lot of room for exchange and discussion between participants.
Topics:
- AI based Critical Systems,
- Auditability & Accountability,
- Explainability and quantitative evaluation of Explainable AI methods,
- Non-discrimination & Fairness,
- Operational Domain Definition with AI,
- Out of Distribution Detection,
- Safety & Robustness,
- Social Acceptance of Trustworthy AI Systems
- System Monitoring,
- Trustworthy AI
- Trustworthy Human-Computer Interactions
Christine Balagué, Institut Mines Télécom, Palaiseau, France
- Bertrand Braunschweig, IRT System X, Palaiseau, France (Workshop Chair)
- Elisa Fromont, Univ. Rennes, IUF, Inria, CNRS, IRISA, Rennes, France
- Fosca Gianotti, Information Science and Technology Institute “A. Faedo” of the National Research Council, Pisa, Italy
- Frédéric Jurie, IRT System X, Palaiseau, France (Workshop Chair)
- Foutse Khomh, Polytechnique Montréal, Canada
- Clodéric Mars, AI Redefined, Montréal, Canada
- Matthias Jakobs, TU Dortmund, Germany
- Claire Pagetti, Onera, Toulouse, France
- Wojciech Samek, Department of Artificial Intelligence and the Explainable AI Group at Fraunhofer Heinrich Hertz Institute (HHI), Berlin, Germany
- Stefan Wrobel, Fraunhofer Institute for Intelligent Analysis andInformation Systems IAIS, Sankt Augustin, Germany
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