From Expert-Guided Proof Search to Automated Open-Problem Solving

Adrián Zámečník, Matěj Kripner, Martin Koutecký, Martin Balko, Jan Grebík +3 more
10/7/2026
cs.AIcs.CL

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Abstract

Large language models are increasingly contributing to mathematical research, where progress often depends on efficient proof search, incremental improvements and careful verification. We describe Bolzano, a multi-agent open-source system that uses parallel prover agents with a verifier agent and maintains a human-readable research state. Initial manual use on expert-selected problems yielded 8 results whose proofs were checked by domain experts. Motivated by these case studies, we ran Bolzano without problem-specific human guidance on about 3,800 open problems extracted from four sets of papers, solving about 200 open problems. One experiment used papers accepted to STOC 2026, a top conference in theoretical computer science. There, we answered four questions raised in the papers, as confirmed by their authors.

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Cite this paper

@article{zmenk2026from,
  title  = {From Expert-Guided Proof Search to Automated Open-Problem Solving},
  author = {Adrián Zámečník and Matěj Kripner and Martin Koutecký and Martin Balko and Jan Grebík and Pavel Hubáček and Robert Šámal and Václav Rozhoň},
  year   = {2026},
  eprint = {2610.09769},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2610.09769v1}
}

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