Solving systemic sustainability challenges can solely be addressed through collective action, with shared responsibility between different actors. At the same time, people view responsibility as problematic and ambiguous when the connection between actions and their outcomes is marked by significant uncertainty. We use a social identity theory approach to investigate responsible innovation at the cutting edge of collective research practice.