Deepcause: Verifying neural networks with abstraction refinement

Neural networks have been becoming essential parts in many safety-critical systems (suchas self-driving cars and medical diagnosis). Due to that, it is desirable that neural networksnot only have high accuracy (which traditionally can be validated using a test set) but alsosatisfy some safety proper...

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Bibliographic Details
Main Author: NGUYEN HUA GIA PHUC
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2022
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Online Access:https://ink.library.smu.edu.sg/etd_coll/447
https://ink.library.smu.edu.sg/context/etd_coll/article/1445/viewcontent/GPIS_AY2019_MbR_Nguyen_Hua_Gia_Phuc.pdf
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Institution: Singapore Management University
Language: English