The third Fellows Forum, The Berlin University Alliance Fellows Club Meets… the Einstein Center Digital Future (ECDF), took place on Wednesday, November 12, 2025. Bringing together BUA Fellows from across disciplines and career stages with researchers from the ECDF, the event opened with an introduction to the organizational objectives, research opportunities and outlooks of both the BUA and ECDF by Head of Management Unit Cross-Cutting Themes Camilla Leathem and Managing Director Bettina Liedtke, respectively.

A panel discussion titled Futures of Knowledge in the Digital Age convened experts on applied large language models, open science principles, bibliometrics and academic publishing and responsible innovation frameworks—all topics of high interest to researchers from all fields. Moderated by Prof. Dr. Manfred Hauswirth of TU Berlin, the discussion featured BUA Fellows Prof. Dr. Thed van Leeuwen of Leiden University and Dr. Rosalyn Old of FU Berlin, as well as ECDF researchers Prof. Dr. Helena Mihaljević of HTW Berlin and Prof. Dr. Michelle Christensen of TU Berlin.

Panelists identified challenges presented by the rapidly increasing application of machine learning models throughout academia, citing bias in algorithms, floods of low-quality, machine-produced publications, and how open access sources are used to improve proprietary models with little transparency or accountability. Proposed solutions included applying responsible innovation frameworks to shape digital transformations that dismantle, rather than exacerbate, existing inequalities and leveraging the intersection of the diversity and open science movements to challenge the very biased and proprietary nature of today’s most pervasive digital technologies. In the end, panelists were in agreement that human-led decision making in open science, alongside robust computational research focusing on understanding, reproducibility, and open, accountable systems, can promote a less biased and more open digital future.