arXiv Open Access 2022

Learning Program Synthesis for Integer Sequences from Scratch

Thibault Gauthier Josef Urban
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Abstrak

We present a self-learning approach for synthesizing programs from integer sequences. Our method relies on a tree search guided by a learned policy. Our system is tested on the On-Line Encyclopedia of Integer Sequences. There, it discovers, on its own, solutions for 27987 sequences starting from basic operators and without human-written training examples.

Topik & Kata Kunci

Penulis (2)

T

Thibault Gauthier

J

Josef Urban

Format Sitasi

Gauthier, T., Urban, J. (2022). Learning Program Synthesis for Integer Sequences from Scratch. https://arxiv.org/abs/2202.11908

Akses Cepat

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Informasi Jurnal
Tahun Terbit
2022
Bahasa
en
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arXiv
Akses
Open Access ✓