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Learning Program Synthesis for Integer Sequences from Scratch (2202.11908v3)
Published 24 Feb 2022 in cs.AI and cs.SC
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 basic operators and without human-written training examples.
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