Grammar Reinforcement Learning: path and cycle counting in graphs with a Context-Free Grammar and Transformer approach

Jason Piquenot, Maxime Bérar, Romain Raveaux, Pierre Héroux, Jean-Yves Ramel +1 more
2/12/2026

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@article{piquenot2026grammar,
  title  = {Grammar Reinforcement Learning: path and cycle counting in graphs with a Context-Free Grammar and Transformer approach},
  author = {Jason Piquenot and Maxime Bérar and Romain Raveaux and Pierre Héroux and Jean-Yves Ramel and Sébastien Adam},
  year   = {2026},
  url    = {https://api.semanticscholar.org/CorpusID:e8391f431a42e4fcbe1321039c13f3a22f6760d3},
  journal = {ICLR 2025 2025}
}

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