February 13 – 18 , 2022, Dagstuhl Seminar 22071

Trustworthiness and Responsibility in AI - Integrating Causality, Machine Learning


Vaishak Belle (University of Edinburgh, GB)
Hana Chockler (King's College London, GB)
Sriraam Natarajan (University of Texas – Dallas, US)
Shannon Vallor (Santa Clara University, US)
Kush R. Varshney (IBM Research – Yorktown Heights, US)
Joost Vennekens (KU Leuven, BE)

For support, please contact

Annette Beyer for administrative matters

Andreas Dolzmann for scientific matters


  • Artificial Intelligence


  • Causality
  • Ethics
  • Verification
  • AI
  • Trust


In the series Dagstuhl Reports each Dagstuhl Seminar and Dagstuhl Perspectives Workshop is documented. The seminar organizers, in cooperation with the collector, prepare a report that includes contributions from the participants' talks together with a summary of the seminar.


Download overview leaflet (PDF).


Furthermore, a comprehensive peer-reviewed collection of research papers can be published in the series Dagstuhl Follow-Ups.

Dagstuhl's Impact

Please inform us when a publication was published as a result from your seminar. These publications are listed in the category Dagstuhl's Impact and are presented on a special shelf on the ground floor of the library.