Theory-inspired path-regularized differential network architecture search
Despite its high search efficiency, differential architecture search (DARTS) often selects network architectures with dominated skip connections which lead to performance degradation. However, theoretical understandings on this issue remain absent, hindering the development of more advanced methods...
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| Main Authors: | , , , |
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| Format: | text |
| Language: | English |
| Published: |
Institutional Knowledge at Singapore Management University
2020
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| Subjects: | |
| Online Access: | https://ink.library.smu.edu.sg/sis_research/8998 https://ink.library.smu.edu.sg/context/sis_research/article/10001/viewcontent/2020_NeurIPS_NAS__1_.pdf |
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| Institution: | Singapore Management University |
| Language: | English |