Researcher

Adrian Weller

Adrian Weller researches machine learning and its social effects, including explainability, fairness, privacy, robustness and safety. His papers examine why transparency is useful in some settings, how uncertainty can help people understand predictions and how algorithmic tools are governed in criminal justice. He has conducted research at Cambridge and held leadership roles at the Alan Turing Institute and the Leverhulme Centre for the Future of Intelligence. He received an MBE in 2022 and served as an ICML program chair in 2024.

Works
259
Citations
6,031
h-index
37

Publication numbers from OpenAlex, as of 14 October 2026.

Photo of Adrian Weller

Timeline

  1. 2017

    Ask what transparency is for

    Weller’s survey Transparency: Motivations and Challenges examines different reasons for making intelligent systems understandable. It discusses context, measurement and settings where disclosure can cause harm, connecting transparency with privacy, economics, fairness and trust.

  2. 2020

    Communicate uncertainty

    He coauthored Uncertainty as a Form of Transparency. The study examines how uncertainty can be measured, communicated and used, extending the question of understandable AI beyond explanations of individual predictions.

  3. 2022

    Study governance of criminal-justice tools

    With Miri Zilka and Holli Sargeant, Weller examined transparency, governance and regulation of algorithmic tools in the UK criminal justice system. This connects technical scrutiny with institutional decisions about AI use.

  4. 2022–2024

    Research leadership and public service

    He received an MBE for digital innovation in 2022 and served as ICML program chair in 2024. He has conducted research at Cambridge and held a leadership role at the Turing Institute, linking trustworthy machine learning research with public and scientific institutions.

Sources and credits

Photo: mlg.eng.cam.ac.uk; embedded metadata: EXIF:Artist = Bode Olaleye; IPTC:By-line = Bode Olaleye; IPTC:Credit = Bode Ola Photography (www.budfot; XMP:creator = Bode Olaleye. License: Not stated by source. Notice in the file: c) 2017 Bode Olaleye All Rights Reserved. Source: mlg.eng.cam.ac.uk. Cropped to a square and resized. Ask us to remove or replace this photo.

  1. Adrian Weller: professional research record mlg.eng.cam.ac.uk. Checked 13 October 2026.
  2. Transparency: Motivations and Challenges arxiv.org. Checked 13 October 2026.
  3. Uncertainty as a Form of Transparency arxiv.org. Checked 13 October 2026.
  4. Transparency, Governance and Regulation of Algorithmic Tools in Criminal Justice arxiv.org. Checked 13 October 2026.