Learning Program Synthesis for Integer Sequences from Scratch

Result code in IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21730%2F23%3A00372125" target="_blank" >RIV/68407700:21730/23:00372125 - isvavai.cz</a>

Result on the web

<a href="https://doi.org/10.1609/aaai.v37i6.25930" target="_blank" >https://doi.org/10.1609/aaai.v37i6.25930</a>

DOI - Digital Object Identifier

<a href="http://dx.doi.org/10.1609/aaai.v37i6.25930" target="_blank" >10.1609/aaai.v37i6.25930</a>

Result language

angličtina

Original language name

Learning Program Synthesis for Integer Sequences from Scratch

Original language description

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.

Czech name

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Czech description

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Type

D - Article in proceedings

CEP classification

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OECD FORD branch

10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

Project

Result was created during the realization of more than one project. More information in the Projects tab.

Continuities

P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Publication year

2023

Confidentiality

S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection

Proceedings of the 37th AAAI Conference on Artificial Intelligence

ISBN

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ISSN

2159-5399

e-ISSN

2374-3468

Number of pages

8

Pages from-to

7670-7677

Publisher name

AAAI Press

Place of publication

Menlo Park

Event location

Washington, DC

Event date

Feb 7, 2023

Type of event by nationality

WRD - Celosvětová akce

UT code for WoS article

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