Researcher

Marta Kwiatkowska

Kwiatkowska led the development of PRISM. The tool explores mathematical system models against quantitative properties, including time, power use and reliability. She works on safety verification for neural networks and gave a CAV 2017 keynote on that topic. The methods study defined properties under mathematical models and assumptions. Her research connects quantitative verification with mobile autonomous robots, including self-driving and care robots. She also studies formalization and model checking for social trust.

Works
533
Citations
20,459
h-index
69

Publication numbers from OpenAlex, as of 14 October 2026.

Photo of Marta Kwiatkowska

Timeline

  1. As of October 2026

    Probabilistic model checking

    Kwiatkowska led the development of PRISM. The tool explores mathematical system models against quantitative properties, including time, power use and reliability.

  2. 2017

    Neural-network safety

    She works on safety verification for neural networks and gave a CAV 2017 keynote on that topic. The methods study defined properties under mathematical models and assumptions.

  3. As of October 2026

    Autonomous systems and trust

    Her research connects quantitative verification with mobile autonomous robots, including self-driving and care robots. She also studies formalization and model checking for social trust.

Sources and credits

Photo: Federated Logic Conference 2018, via Wikimedia Commons. License: CC BY 3.0. Source: commons.wikimedia.org. Cropped to a square and resized. Ask us to remove or replace this photo.

  1. Department of Computer Science: Marta Kwiatkowska - Research Overview cs.ox.ac.uk. Checked 13 October 2026.