About the Authors

Tomáš Gavenčiak

Contributed equally to this work with: Tomáš Gavenčiak, Joshua Teperowski Monrad, Jan Kulveit

Roles Conceptualization, Formal analysis, Methodology, Project administration, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

Affiliation Centre for Theoretical Studies, Charles University, Prague, Czech Republic

Joshua Teperowski Monrad

Contributed equally to this work with: Tomáš Gavenčiak, Joshua Teperowski Monrad, Jan Kulveit

Roles Project administration, Writing – original draft, Writing – review & editing

joshua.monrad@gmail.com

Affiliations Future of Humanity Institute, University of Oxford, Oxford, United Kingdom, Faculty of Public Health and Policy, London School of Hygiene and Tropical Medicine, London, United Kingdom, Department of Health Policy, London School of Economics and Political Science, London, United Kingdom

Gavin Leech

Roles Formal analysis, Methodology, Validation, Visualization, Writing – original draft, Writing – review & editing

Affiliation Department of Computer Science, University of Bristol, Bristol, United Kingdom

Mrinank Sharma

Roles Data curation, Methodology, Writing – review & editing

Affiliations Future of Humanity Institute, University of Oxford, Oxford, United Kingdom, Department of Statistics, University of Oxford, Oxford, United Kingdom, Department of Engineering Science, University of Oxford, Oxford, United Kingdom

Sören Mindermann

Roles Data curation, Methodology, Writing – review & editing

Affiliation Oxford Applied and Theoretical Machine Learning (OATML) Group, Department of Computer Science, University of Oxford, Oxford, United Kingdom

Samir Bhatt

Roles Methodology, Supervision, Writing – review & editing

Affiliations Faculty of Medicine, School of Public Health, Imperial College London, London, United Kingdom, Department of Public Health, University of Copenhagen, Copenhagen, Denmark

Jan Brauner

Roles Data curation, Methodology, Supervision, Writing – review & editing

Affiliations Future of Humanity Institute, University of Oxford, Oxford, United Kingdom, Oxford Applied and Theoretical Machine Learning (OATML) Group, Department of Computer Science, University of Oxford, Oxford, United Kingdom

Jan Kulveit

Contributed equally to this work with: Tomáš Gavenčiak, Joshua Teperowski Monrad, Jan Kulveit

Roles Conceptualization, Formal analysis, Methodology, Project administration, Supervision, Writing – original draft, Writing – review & editing

Affiliations Centre for Theoretical Studies, Charles University, Prague, Czech Republic, Future of Humanity Institute, University of Oxford, Oxford, United Kingdom

Competing Interests

The authors have declared that no competing interests exist.