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有關 Debugging probabilistic programs. 的學術文章 | |
Debugging probabilistic programs - Nandi - 17 個引述 … for testing and debugging probabilistic programming … - Dutta - 33 個引述 Debugging with intelligence via probabilistic inference - Xu - 24 個引述 |
Debugging probabilistic programs - ACM Digital Library
ACM Digital Library
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由 C Nandi 著作2017被引用 17 次 — New types of errors in probabilistic programs include 1) ignoring dependencies and correlation between random variables and in training data, 2) poorly chosen ...
Debugging Probabilistic Programs
UW Homepage
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UW Homepage
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由 C Nandi 著作被引用 17 次 — In addition to the usual logic and other programming errors, probabilistic programs add their own set of debugging challenges— inference tasks involve ...
9 頁
Debugging Probabilistic Programs: Lessons from ...
MIT Media Lab
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MIT Media Lab
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由 H Lieberman 著作被引用 3 次 — Debugging of probabilistic programs is still in its infancy. Here, we present some lessons from research in debugging of general- purpose ...
Debugging probabilistic programs - ACM Digital Library
ACM Digital Library
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由 C Nandi 著作2017被引用 17 次 — This paper presents the FLEXI programming model which supports constructs for invoking inference in the language and reusing the results in ...
Debugging Probabilistic Programs
The University of Texas at Austin
https://www.cs.utexas.edu
The University of Texas at Austin
https://www.cs.utexas.edu
Uncertain<double> X = new Gaussian (0.0, 1.0);. Uncertain<double> Y = from x in X select x * 2;. Uncertain<double> Z = from y in Y from x in X select y + x;.
34 頁
A Debugger for Probabilistic Programs
RWTH Aachen University
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RWTH Aachen University
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由 A Hoppen 著作 — They not only aid a software developer in finding and removing bugs in a faulty program but also allow to explore its semantics in an interactive way. This is ...
20 頁
How to Debug Probabilistic Models: 6 Essential Techniques
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2024年2月27日 — Learn how to debug probabilistic models using visualization, simulation, tracing, comparison, refinement, and learning from others.
Debugging convergence problems in probabilistic ...
Springer
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由 Z Huang 著作2024被引用 1 次 — We present SixthSense, a novel approach for predicting probabilistic program convergence ahead of run and its application to debugging ...
Best Practices for Debugging Probabilistic Programming
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2024年5月2日 — Discover expert tips for debugging probabilistic programs in data science. Learn how to streamline the process and improve model accuracy.
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Debugging Convergence Problems in Probabilistic ...
University of Illinois Urbana-Champaign
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University of Illinois Urbana-Champaign
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由 S Dutta 著作被引用 6 次 — We show the ability of SixthSense to guide the debugging of conver- gence problems, which pinpoints the causes of non-convergence significantly.
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