Researcher

David Barber

Barber’s main AI and machine-learning research interest is probabilistic modeling. This approach builds models that can represent uncertainty in data and predictions. As of October 2026, Barber directs UCL’s Centre for Artificial Intelligence and the UKRI doctoral-training centre in Foundational AI. Barber is a scientist at UiPath and works on AI ventures including HumanLoop for language-model prompts and Vectify for retrieval-augmented generation. His work links research and applied AI.

Now at
University College London and UiPath
Works
192
Citations
5,548
h-index
31

Publication numbers from OpenAlex, as of 14 October 2026.

Photo of David Barber

Timeline

  1. As of October 2026

    Probabilistic approaches to learning

    Barber’s main AI and machine-learning research interest is probabilistic modeling. This approach builds models that can represent uncertainty in data and predictions.

  2. As of October 2026

    Research and doctoral education

    Barber directs UCL’s Centre for Artificial Intelligence and the UKRI doctoral-training centre in Foundational AI.

  3. As of October 2026

    Applied AI work

    Barber is a scientist at UiPath and works on AI ventures including HumanLoop for language-model prompts and Vectify for retrieval-augmented generation. His work links research and applied AI.

Sources and credits

Photo: davidbarber.github.io; About · David Barber; creator not stated. License: Not stated by source. Source: davidbarber.github.io. Cropped to a square and resized. Ask us to remove or replace this photo.

  1. David Barber : Main - Home Page browse web4.cs.ucl.ac.uk. Checked 13 October 2026.