2023
AAAI
AAAI 2023
Learning Program Synthesis for Integer Sequences from Scratch
Abstract
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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Interdisciplinary Bridge
— Artificial Intelligence and Computer Science
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Keyword Pioneer
— learned policy
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Hot Topic Early Bird
— tree search
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Cross-Pollinator
— Artificial Intelligence, Computer Science, Computer Vision, Data Science & Analytics, Deep Learning, Healthcare & Medicine, Interdisciplinary, Knowledge & Reasoning, Machine Learning, Mathematics & Optimization, Natural Language Processing, Reinforcement Learning, Robotics