The three pillars of machine programming
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-machi...
| Main Authors: | , , , , , , , , |
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| Format: | Article |
| Language: | English |
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Association for Computing Machinery (ACM)
2021
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| Online Access: | https://hdl.handle.net/1721.1/129780 |
| _version_ | 1826217283832250368 |
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| author | Gottschlich, Justin Solar Lezama, Armando Tatbul Bitim, Emine Nesime Carbin, Michael James Rinard, Martin C Barzilay, Regina Amarasinghe, Saman P Tenenbaum, Joshua B Mattson, Tim |
| author2 | Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science |
| author_facet | Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science Gottschlich, Justin Solar Lezama, Armando Tatbul Bitim, Emine Nesime Carbin, Michael James Rinard, Martin C Barzilay, Regina Amarasinghe, Saman P Tenenbaum, Joshua B Mattson, Tim |
| author_sort | Gottschlich, Justin |
| collection | MIT |
| description | 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. |
| first_indexed | 2024-09-23T17:00:57Z |
| format | Article |
| id | mit-1721.1/129780 |
| institution | Massachusetts Institute of Technology |
| language | English |
| last_indexed | 2024-09-23T17:00:57Z |
| publishDate | 2021 |
| publisher | Association for Computing Machinery (ACM) |
| record_format | dspace |
| spelling | mit-1721.1/1297802022-09-29T23:07:26Z The three pillars of machine programming Gottschlich, Justin Solar Lezama, Armando Tatbul Bitim, Emine Nesime Carbin, Michael James Rinard, Martin C Barzilay, Regina Amarasinghe, Saman P Tenenbaum, Joshua B Mattson, Tim Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory Massachusetts Institute of Technology. Department of Brain and Cognitive Sciences 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. 2021-02-16T21:27:01Z 2021-02-16T21:27:01Z 2018-06 2019-05-07T18:35:24Z Article http://purl.org/eprint/type/ConferencePaper 9781450358347 https://hdl.handle.net/1721.1/129780 Gottschlich, Justin et al. "The three pillars of machine programming." MAPL 2018: Proceedings of the 2nd ACM SIGPLAN International Workshop on Machine Learning and Programming Languages, June 2018, Philadelphia, Pennsylvania, Association for Computing Machinery, June 2018 © 2018 ACM en http://dx.doi.org/10.1145/3211346.3211355 MAPL 2018: Proceedings of the 2nd ACM SIGPLAN International Workshop on Machine Learning and Programming Languages Creative Commons Attribution-Noncommercial-Share Alike http://creativecommons.org/licenses/by-nc-sa/4.0/ application/pdf Association for Computing Machinery (ACM) arXiv |
| spellingShingle | Gottschlich, Justin Solar Lezama, Armando Tatbul Bitim, Emine Nesime Carbin, Michael James Rinard, Martin C Barzilay, Regina Amarasinghe, Saman P Tenenbaum, Joshua B Mattson, Tim The three pillars of machine programming |
| title | The three pillars of machine programming |
| title_full | The three pillars of machine programming |
| title_fullStr | The three pillars of machine programming |
| title_full_unstemmed | The three pillars of machine programming |
| title_short | The three pillars of machine programming |
| title_sort | three pillars of machine programming |
| url | https://hdl.handle.net/1721.1/129780 |
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