Researcher

Bogdan Grechuk

Bogdan Grechuk is a mathematician whose AI research studies error correction and advanced mathematical reasoning. He won an International Mathematical Olympiad gold medal in 1997 and a silver medal in 1998, and competed for Moscow Institute of Physics and Technology in 2002. His work includes mathematical risk research, a 2021 book on recent mathematics, and FrontierMath, a benchmark he co-authored to evaluate AI reasoning. As of October 2026, he is an associate professor at the University of Leicester and works with Surge AI on mathematical problems that challenge current models.

Now at
University of Leicester and Surge AI
Works
99
Citations
631
h-index
12
Badges

Publication numbers from OpenAlex, as of 19 October 2026.

Timeline

  1. 1997–1998

    Gold and silver at the IMO

    He wins a gold medal in 1997 and a silver medal in 1998 at the International Mathematical Olympiad.

  2. 2002

    Competing for MIPT

    In 2002, he competes for Moscow Institute of Physics and Technology at the International Mathematics Competition for University Students.

  3. 2009

    Chebyshev inequalities

    In 2009, he co-authors “Chebyshev Inequalities with Law-Invariant Deviation Measures” with Anton Molyboha and Michael Zabarankin while affiliated with Stevens Institute of Technology.

  4. 2011–2014

    Leicester teaching and risk theory

    In 2011, he begins lecturing at the University of Leicester. In 2013, he co-authors a study of risk sharing in cooperative games with Anton Molyboha and Michael Zabarankin. In 2014, he and Zabarankin develop a theory for studying the risk of catastrophic events.

  5. 2018

    Correcting AI errors

    In 2018, he co-authors research on the probabilistic basis for fast, non-destructive correction of errors in AI systems.

  6. 2021

    A landscape of mathematics

    In 2021, he publishes “Landscape of 21st Century Mathematics,” a book that presents recent results with context, background, and definitions for each theorem.

  7. 2024

    The FrontierMath benchmark

    In 2024, he co-authors FrontierMath, a benchmark of hundreds of original mathematics problems crafted and vetted by expert mathematicians to evaluate advanced mathematical reasoning in AI.

  8. As of October 2026

    Math problems for frontier models

    As of October 2026, he is an associate professor of mathematics at the University of Leicester and works with Surge AI to create and test mathematical problems that challenge current models.

Career

  1. Since 2011University of LeicesterLecturer
  2. NowSurge AI
  3. 2009–2010Stevens Institute of Technology

Most-cited works

  1. Algorithms and Complexity2021 · Springer eBooks · 137 citations
  2. Maximum Entropy Principle with General Deviation Measures2009 · Mathematics of Operations Research · 68 citations
  3. Mean‐Deviation Analysis in the Theory of Choice2011 · Risk Analysis · 38 citations
  4. Inverse portfolio problem with mean-deviation model2013 · European Journal of Operational Research · 32 citations
  5. Risk averse decision making under catastrophic risk2014 · European Journal of Operational Research · 31 citations

Sources and credits

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  1. IMO'97 complete results, by country math.olympiaadid.ut.ee. Checked 18 October 2026.
  2. IMO'98 complete results, by country math.olympiaadid.ut.ee. Checked 18 October 2026.
  3. IMC - International Mathematics Competition for University Students homepages.ucl.ac.uk. Checked 18 October 2026.
  4. Chebyshev Inequalities with Law-Invariant Deviation Measures cambridge.org. Checked 18 October 2026.
  5. Landscape of 21st Century Mathematics: Selected Advances, 2001–2020 - Bogdan Grechuk - Google Books books.google.com. Checked 18 October 2026.
  6. Cooperative Games With General Deviation Measures researchwith.stevens.edu. Checked 18 October 2026.
  7. Research Team | Institute and Faculty of Actuaries actuaries.org.uk. Checked 18 October 2026.
  8. Correction of AI systems by linear discriminants: Probabilistic foundations arxiv.org. Checked 18 October 2026.
  9. FrontierMath: A Benchmark for Evaluating Advanced Mathematical Reasoning in AI arxiv.org. Checked 18 October 2026.
  10. Bogdan Grechuk, Author at Chalkdust chalkdustmagazine.com. Checked 18 October 2026.
  11. The Human Frontier: A Conversation with Bogdan Grechuk surgehq.ai. Checked 18 October 2026.