The Three Pillars of Machine Programming
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Machine Programming
Degree type
Discipline
Subject
program synthesis
machine programming
software development
software maintenance
intention
invention
adaptation
machine programming
software development
software maintenance
intention
invention
adaptation
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Author
Solar-Lezama, Armando
Tatbul, Nesime
Carbin, Michael
Rinard, Martin
Barzilay, Regina
Amarasinghe, Saman
Tenenbaum, Joshua B
Mattson, Timothy
Contributor
Abstract
In this position paper, we describe our vision of the future of machine programming through a categorical examination of three pillars of research. Those pillars are:(i) intention,(ii) invention, and (iii) adaptation. Intention emphasizes advancements in the human-to-computer and computer-to-machine-learning interfaces. Invention emphasizes the creation or refinement of algorithms or core hardware and software building blocks through machine learning (ML). Adaptation emphasizes advances in the use of ML-based constructs to autonomously evolve software.
Advisor
Date of presentation
2018-01-01
Conference name
Machine Programming
Conference dates
2023-05-18T00:13:59.000