AI Institute: Planning: Foundations of Intelligence in Natural and Artificial Systems
AI Institute: Planning: Foundations of Intelligence in Natural and Artificial Systems
批准号:
2020103
负责人:
Melanie Mitchell
金额:
$49.99万
依托单位:
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2020
资助国家:
美国
项目状态:
已结题
起止时间:
2020-10-01 至 2023-09-30
中文摘要
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英文摘要
This project will develop a blueprint for a future artificial intelligence (AI) institute that will study the foundations of intelligence across a broad array of natural and technological systems. Given the pervasiveness of AI technologies in everyday life and the expected increased impact of these technologies in upcoming decades, it is imperative that AI researchers develop more reliable, general, and adaptable systems, ones that are trustworthy and that can more successfully collaborate with humans. New breakthroughs in AI research are most likely to come from concentrated collaborative efforts between AI specialists and researchers who think deeply about the nature of intelligence in different disciplines. Via focused workshops, seminars, and numerous education and outreach activities, this project will bring together experts from a broad swath of disciplines to map out ways in which insights from intelligent systems in nature can inform and inspire AI progress. The results will be disseminated via workshop reports and educational materials, and, most importantly, a detailed proposal for an institute that would advance AI through a broader and deeper view of intelligence, both natural and artificial, taking the time to formulate longer-term questions and approaches.The goals of this planning project are to (1) map out the important research themes, questions, methods, and applications that would be the topics of the prospective institute, as well as the needed infrastructure; (2) build research collaborations and perform preliminary research; (3) plan for how the institute will engage with the overall national and international AI community, and for the institute’s education and outreach programs. This two-year planning project will explore five research themes that are central to the study of intelligence and representative of the kinds of interdisciplinary problems that the envisioned AI institute would address: 1. A Taxonomy of Intelligence across Disciplines; 2. Development and Life History of Intelligent Systems; 3. Concept Formation, Abstraction, and Analogy; 4. Collective Intelligence; 5. Evolutionary and Co-Evolutionary Intelligence. These themes will be explored in numerous workshops, project meetings, and educational and outreach activities that will bring together researchers from diverse disciplines to map out questions and methods as well as to engage in preliminary research driven by these questions. The results of all of these activities will be summarized in publicly available reports, and synthesized in a detailed blueprint for an envisioned AI institute.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
期刊论文(4)
专著(0)
科研奖励(0)
会议论文
DOI:
10.1109/mcse.2022.3188291
发表时间:
2022
期刊:
Computing in Science & Engineering
影响因子:
2.1
作者:
[Tasnim, Humayra, Dutta, Soumya, Turton, Terece L., Rogers, David H., Moses, Melanie E.]
通讯作者:
Moses, Melanie E.
DOI:
10.1111/nyas.14619
发表时间:
2021-02
期刊:
Annals of the New York Academy of Sciences
影响因子:
5.2
作者:
[M. Mitchell]
通讯作者:
M. Mitchell
Machine learning feature analysis illuminates disparity between E3SM climate models and observed climate change
机器学习特征分析揭示了 E3SM 气候模型与观测到的气候变化之间的差异
DOI:
10.1016/j.cam.2021.113451
发表时间:
2021
期刊:
Journal of Computational and Applied Mathematics
影响因子:
2.4
作者:
[Nichol, J. Jake, Peterson, Matthew G., Peterson, Kara J., Fricke, G. Matthew, Moses, Melanie E.]
通讯作者:
Moses, Melanie E.
EAGER: Developing data and evaluation methods to assess the generality and robustness of AI systems for abstraction and analogy-making
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批准号:2139983
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项目类别:Standard Grant
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资助金额:$19.97万
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财政年份:2021
-
负责人:Melanie Mitchell
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依托单位:
Workshop on Artificial Intelligence and the "Barrier of Meaning"
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批准号:1832717
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项目类别:Standard Grant
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资助金额:$2.01万
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财政年份:2018
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负责人:Melanie Mitchell
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依托单位:
RI: Small: Visual Situation Recognition: An Integration of Deep Networks and Analogy-Making
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批准号:1423651
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项目类别:Standard Grant
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资助金额:$44.98万
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财政年份:2014
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负责人:Melanie Mitchell
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依托单位:
RI: Small: Collaborative Research: A Scalable Architecture for Image Interpretation
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批准号:1018967
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项目类别:Standard Grant
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资助金额:$34.13万
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财政年份:2010
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负责人:Melanie Mitchell
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依托单位:
Evolving Cellular Automata: With Genetic Algorithms
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批准号:9705830
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项目类别:Continuing Grant
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资助金额:$29.78万
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财政年份:1998
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负责人:Melanie Mitchell
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依托单位:
Postdoc: Automatic Programming of Decentralized Parallel Architectures
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批准号:9503162
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项目类别:Standard Grant
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资助金额:$2.56万
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财政年份:1995
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负责人:Melanie Mitchell
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依托单位:
海外基金