Learning program synthesis for integer sequences from scratch
T Gauthier, J Urban - Proceedings of the AAAI Conference on Artificial …, 2023 - ojs.aaai.org
Proceedings of the AAAI Conference on Artificial Intelligence, 2023•ojs.aaai.org
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.
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.
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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