Efficient white-box fairness testing through gradient search
Deep learning (DL) systems are increasingly deployed for autonomous decision-making in a wide range of applications. Apart from the robustness and safety, fairness is also an important property that a well-designed DL system should have. To evaluate and improve individual fairness of a model, system...
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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/6966 https://ink.library.smu.edu.sg/context/sis_research/article/7969/viewcontent/EfficientWhiteBox_2021_av.pdf |
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| Institution: | Singapore Management University |
| Language: | English |