论文标题

从头开始学习整数序列的学习程序合成

Learning Program Synthesis for Integer Sequences from Scratch

论文作者

Gauthier, Thibault, Urban, Josef

论文摘要

我们提出了一种从整数序列合成程序的自学方法。我们的方法依赖于以博学的政策为指导的树搜索。我们的系统已在整数序列的在线百科全书上进行了测试。它本身就发现了27987个序列的解决方案,从基本运营商开始,没有人工编写的训练示例。

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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