Probablistic verification of neural networks against group fairness
Fairness is crucial for neural networks which are used in applications with important societal implication. Recently, there have been multiple attempts on improving fairness of neural networks, with a focus on fairness testing (e.g., generating individual discriminatory instances) and fairness train...
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| Main Authors: | , , , |
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| Format: | text |
| Language: | English |
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Institutional Knowledge at Singapore Management University
2021
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| Subjects: | |
| Online Access: | https://ink.library.smu.edu.sg/sis_research/6214 https://ink.library.smu.edu.sg/context/sis_research/article/7217/viewcontent/2107.08362.pdf |
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| Institution: | Singapore Management University |
| Language: | English |