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Stratified random sampling for neural network test input selection

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-1-4612-4380-9openalex-snapshot
Breakthroughs in Statistics
inferredcites →https://doi.org/10.1016/j.infsof.2022.106982openalex-snapshot
Can test input selection methods for deep neural network guarantee test diversity? A large-scale empirical study
inferredcites →https://doi.org/10.1016/j.jss.2009.02.022openalex-snapshot
Adaptive Random Testing: The ART of test case diversity
inferredcites →https://doi.org/10.1080/01621459.1951.10500769openalex-snapshot
The Kolmogorov-Smirnov Test for Goodness of Fit
inferredcites →https://doi.org/10.1109/cvpr.1993openalex-snapshot
Proceedings of IEEE Conference on Computer Vision and Pattern Recognition
inferredcites →https://doi.org/10.1109/icse40121.2019openalex-snapshot
2019 IEEE/ACM 41st International Conference on Software Engineering (ICSE)
inferredcites →https://doi.org/10.1109/icse43902.2021openalex-snapshot
2021 IEEE/ACM 43rd International Conference on Software Engineering (ICSE)
inferredcites →https://doi.org/10.1109/ictai14322.2008openalex-snapshot
2008 20th IEEE International Conference on Tools with Artificial Intelligence
inferredcites →https://doi.org/10.1109/issre50003.2020openalex-snapshot
2020 IEEE 31st International Symposium on Software Reliability Engineering (ISSRE)
inferredcites →https://doi.org/10.1109/sp37862.2018openalex-snapshot
2018 IEEE Symposium on Security and Privacy (SP)
inferredcites →https://doi.org/10.1126/science.1127647openalex-snapshot
Reducing the Dimensionality of Data with Neural Networks
inferredcites →https://doi.org/10.1145/152388.152391openalex-snapshot
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inferredcites →https://doi.org/10.1145/2810103openalex-snapshot
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inferredcites →https://doi.org/10.1145/3065386openalex-snapshot
ImageNet classification with deep convolutional neural networks
inferredcites →https://doi.org/10.1145/3132747openalex-snapshot
Proceedings of the 26th Symposium on Operating Systems Principles
inferredcites →https://doi.org/10.1145/3236024openalex-snapshot
Proceedings of the 2018 26th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering
inferredcites →https://doi.org/10.1145/3238147openalex-snapshot
Proceedings of the 33rd ACM/IEEE International Conference on Automated Software Engineering
inferredcites →https://doi.org/10.1145/3324884openalex-snapshot
Proceedings of the 35th IEEE/ACM International Conference on Automated Software Engineering
inferredcites →https://doi.org/10.1145/3394112openalex-snapshot
Practical Accuracy Estimation for Efficient Deep Neural Network Testing
inferredcites →https://doi.org/10.1145/3460319openalex-snapshot
Proceedings of the 30th ACM SIGSOFT International Symposium on Software Testing and Analysis
inferredcites →https://doi.org/10.1145/3510003openalex-snapshot
Proceedings of the 44th International Conference on Software Engineering
inferredcites →https://doi.org/10.1145/3511598openalex-snapshot
An Empirical Study on Data Distribution-Aware Test Selection for Deep Learning Enhancement
inferredcites →https://doi.org/10.1214/aoms/1177731356openalex-snapshot
On the Theory of Sampling from Finite Populations
inferredcites →https://doi.org/10.21105/joss.00205openalex-snapshot
hdbscan: Hierarchical density based clustering
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Algorithm AS 136: A K-Means Clustering Algorithm
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inferredcites →https://doi.org/10.48550/arxiv.1705.06640openalex-snapshot
DeepXplore: Automated Whitebox Testing of Deep Learning Systems
inferredcites →https://doi.org/10.48550/arxiv.2105.10113openalex-snapshot
TestRank: Bringing Order into Unlabeled Test Instances for Deep Learning Tasks

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Optimizing AI Model Training Costs with Stratified Sampling and Self-Adaptive Testing
inferred← citeshttps://doi.org/10.1109/vts69484.2026.11563389openalex-snapshot
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inferred← citeshttps://doi.org/10.1145/3728907openalex-snapshot
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inferred← citeshttps://doi.org/10.1145/3730435openalex-snapshot
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