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Learning Program Synthesis for Integer Sequences from Scratch

Published in Proceedings of the AAAI Conference on Artificial Intelligence • Jun 26, 2023
NobleIDNI4P52W26R42S66
Authors:
Thibault Gauthier
,
Josef Urban

Abstract

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 bas...

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