Pierre-Alexandre Kamienny
Pierre-Alexandre Kamienny has 2 papers in our library, in 2022, most of them on Reasoning; often with François Charton, Guillaume Lample, Stéphane d'Ascoli.
OpenAlex · h-index 8 · 20 works · 269 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 28 times in our library · 2 more in our library without a page yet · ⭐ Paper Stars ranking: #9596
Affiliations
Fields, topics and concepts
📚 Shelves 6The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 2 worksComputer Science · 2 worksPhysics and Astronomy · 2 worksStatistical and Nonlinear Physics · 2 worksMathematics · 1 workModeling and Simulation · 1 work
🧭 Topics 1Research subjects and languages the work is about.Reasoning · 1 work
Works by year
2020s
Papers
- Deep Symbolic Regression for Recurrent Sequences (2022 · 27 citations)
The paper tackles symbolic regression for sequences. Given the first terms of an integer or float sequence, the goal is to recover a recurrence relation u_n = f(n, earlier terms) that generates it. This is the familiar "guess the next number" puzzle from IQ tests, and earlier symbolic regression work, which targeted… - End-to-end symbolic regression with transformers (2022 · 27 citations)
Symbolic regression (SR) looks for a readable mathematical formula that reproduces observed data. Usual pipelines first guess an expression "skeleton" and then fit its constants with BFGS. Genetic programming (GP) repeats this loop many times, so it is accurate but slow. Earlier Transformer methods predicted only…
All works
- Régression symbolique de bout en bout avec des transformers. ↗HAL (Le Centre pour la Communication Scientifique Directe) · no summary yetPierre-Alexandre Kamienny et al.2022 · 37 citations
- Deep Symbolic Regression for Recurrent SequencesarXiv:2201.04600Stéphane d'Ascoli, Pierre-Alexandre Kamienny, Guillaume Lample, et al.2022 · 27 citations
- End-to-end symbolic regression with transformersarXiv:2204.10532Pierre-Alexandre Kamienny, Stéphane d'Ascoli, Guillaume Lample, et al.2022 · 27 citations
- Deep Generative Symbolic Regression with Monte-Carlo-Tree-Search ↗arXiv (Cornell University) · no summary yetPierre-Alexandre Kamienny et al.2023 · 7 citations
Co-authors here
Venues
- HAL (Le Centre pour la Communication Scientifique Directe)
Cited by
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