DistXplore: Distribution-guided testing for evaluating and enhancing deep learning systems
Deep learning (DL) models are trained on sampled data, where the distribution of training data differs from that of real-world data (i.e., the distribution shift), which reduces the model's robustness. Various testing techniques have been proposed, including distribution-unaware and distributio...
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| Main Authors: | , , , , , , |
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| Format: | text |
| Language: | English |
| Published: |
Institutional Knowledge at Singapore Management University
2023
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| Subjects: | |
| Online Access: | https://ink.library.smu.edu.sg/sis_research/8516 https://ink.library.smu.edu.sg/context/sis_research/article/9519/viewcontent/3611643.3616266.pdf |
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| Institution: | Singapore Management University |
| Language: | English |