FMitF: Track I: End-User Programming with Synthesis-Guided Interaction Models
FMitF: Track I: End-User Programming with Synthesis-Guided Interaction Models
批准号:
2122950
负责人:
Rastislav Bodik
金额:
$74.97万
依托单位:
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2021
资助国家:
美国
项目状态:
已结题
起止时间:
2021-10-01 至 2024-09-30
中文摘要
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英文摘要
End users of software such as spreadsheets and other data-analysis tools often want to solve problems that go beyond the features built into those tools. Such users face a "programmability gap": to solve their problem, they need to write a program, but they lack the multi-faceted expertise necessary to design an algorithm and implement it in a particular programming language. This project is about flattening the steep learning curve of programming by developing tools that assist people in writing programs. The interaction between the tools and users will revolve around programming by demonstration, where the user provides examples of what the program should do when it sees a particular input and the tool generalizes this demonstration into a working program. The project will extend programming by demonstration into a bidirectional communication between the user and the tool. First, the tool will explain the synthesized program to the user, freeing the user from having to learn a new programming language. Second, when the tool incorrectly generalizes the user's demonstration, the tool will ask the user questions to produce a correct program. Finally, the tool will help teachers author so-called microworlds of programming exercises for novice users. The team brings together expertise in programming languages and human-computer interaction to develop both the underlying synthesis techniques and effective interfaces for people to use them, focusing on the domains of data visualization and creative AI programming. By developing new end-user interaction models and end-user programming tools, the project aims to increase people's ability to solve problems and potentially broadening participation in computing to include those who previously viewed programming as inaccessible. The work is framed around fundamental challenges of enabling iterative exploration with code when the specification is not known a priori. The proposed work targets these open challenges directly, envisioning ways for synthesis to enable more flexible, iterative, and exploratory workflows. To do this, this project will first develop a foundation for interactive synthesis as an extension to solver-aided programming techniques that have enabled automatic construction of verifiers and synthesizers. The foundation will include a small set of primitive queries on top of which one can implement common interactive tasks such as computing alternative explanations of a synthesized program. Next, leveraging the recent results in synthesis of language constructs, the researchers will develop methods for synthesis of programming primitives that are explainable in a given domain, are sufficiently powerful, and gradually teachable. These techniques will be evaluated in the context of existing tools the team has developed to support data analysis and creative programming.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.
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How families design and program games: a qualitative analysis of a 4-week online in-home study
家庭如何设计和编程游戏:为期 4 周的在线家庭研究的定性分析
DOI:
10.1145/3501712.3529724
发表时间:
2022
期刊:
ACM Interaction Design for Children
影响因子:
--
作者:
[Druga, Stefania, Ball, Thomas, Ko, Amy]
通讯作者:
Ko, Amy
The Landscape of Teaching Resources for AI Education
人工智能教育教学资源格局
DOI:
10.1145/3502718.3524782
发表时间:
2022
期刊:
ACM Conference on Innovation and Technology in Computer Science Education
影响因子:
--
作者:
[Druga, Stefania, Otero, Nancy, Ko, Amy J.]
通讯作者:
Ko, Amy J.
Conflict-Driven Synthesis for Layout Engines
布局引擎的冲突驱动综合
DOI:
10.1145/3591246
发表时间:
2023
期刊:
Proceedings of the ACM on Programming Languages
影响因子:
--
作者:
[Liu, Junrui, Chen, Yanju, Atkinson, Eric, Feng, Yu, Bodik, Rastislav]
通讯作者:
Bodik, Rastislav
Synthesizing analytical SQL queries from computation demonstration
从计算演示中综合分析 SQL 查询
DOI:
10.1145/3519939.3523712
发表时间:
2022
期刊:
PLDI 2022: Proceedings of the 43rd ACM SIGPLAN International Conference on Programming Language Design and Implementation
影响因子:
--
作者:
[Zhou, Xiangyu, Bodik, Rastislav, Cheung, Alvin, Wang, Chenglong]
通讯作者:
Wang, Chenglong
DOI:
10.1111/cgf.14476
发表时间:
2021-10
期刊:
Computer Graphics Forum
影响因子:
2.5
作者:
[D. Cașcaval;Mira Shalah;Phillip Quinn;Rastislav Bodík;Maneesh Agrawala;Adriana Schulz]
通讯作者:
D. Cașcaval;Mira Shalah;Phillip Quinn;Rastislav Bodík;Maneesh Agrawala;Adriana Schulz
共 11 条
Collaborative Research: FMitF: Track I: End-usser Programming for CAD Systems via Language Design and Synthesis
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批准号:2219864
-
项目类别:Standard Grant
-
资助金额:$50.0万
-
财政年份:2022
-
负责人:Rastislav Bodik
-
依托单位:
RAPID: Collecting Reliable COVID-19 Datasets in Crisis Conditions
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批准号:2029457
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项目类别:Standard Grant
-
资助金额:$7.0万
-
财政年份:2020
-
负责人:Rastislav Bodik
-
依托单位:
FMitF: Track II: Programming by Demonstration for the Browser with Applications in Data Science
-
批准号:1918027
-
项目类别:Standard Grant
-
资助金额:$9.89万
-
财政年份:2019
-
负责人:Rastislav Bodik
-
依托单位:
Convergence Accelerator Phase I (RAISE): Linking the Open Knowledge Network to the Web with End-User Programming
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批准号:1936731
-
项目类别:Standard Grant
-
资助金额:$99.47万
-
财政年份:2019
-
负责人:Rastislav Bodik
-
依托单位:
CAPA: Collaborative Research: ARION: Taming Heterogeneity with DSLs, Approximation, and Synthesis
-
批准号:1723352
-
项目类别:Standard Grant
-
资助金额:$85.0万
-
财政年份:2017
-
负责人:Rastislav Bodik
-
依托单位:
SI2-SSE: Algorithms and Tools for Data-Driven Executable Biology
-
批准号:1535191
-
项目类别:Standard Grant
-
资助金额:$49.98万
-
财政年份:2015
-
负责人:Rastislav Bodik
-
依托单位:
Student travel support for POPL 2016
-
批准号:1549324
-
项目类别:Standard Grant
-
资助金额:$1.5万
-
财政年份:2015
-
负责人:Rastislav Bodik
-
依托单位:
Student travel support for POPL 2016
-
批准号:1625220
-
项目类别:Standard Grant
-
资助金额:$1.5万
-
财政年份:2015
-
负责人:Rastislav Bodik
-
依托单位:
SHF: Small: Programming Abstractions for Algorithmic Software Synthesis
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批准号:0916351
-
项目类别:Standard Grant
-
资助金额:$50.0万
-
财政年份:2009
-
负责人:Rastislav Bodik
-
依托单位:
SoD-TEAM: Programming by Sketching
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批准号:0613997
-
项目类别:Standard Grant
-
资助金额:$20.0万
-
财政年份:2006
-
负责人:Rastislav Bodik
-
依托单位:
CT-ISG: Implementing Provably Correct High-Performance Ciphers with Sketching
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批准号:0524815
-
项目类别:Standard Grant
-
资助金额:$45.0万
-
财政年份:2005
-
负责人:Rastislav Bodik
-
依托单位:
CAREER: Scalable Compiler Optimizations for New Software
-
批准号:0243657
-
项目类别:Continuing Grant
-
资助金额:$24.15万
-
财政年份:2002
-
负责人:Rastislav Bodik
-
依托单位:
CAREER: Scalable Compiler Optimizations for New Software
-
批准号:0093275
-
项目类别:Continuing Grant
-
资助金额:$30.0万
-
财政年份:2001
-
负责人:Rastislav Bodik
-
依托单位:
海外基金