Theory-inspired path-regularized differential network architecture search

• المؤلفون الرئيسيون: ZHOU, Pan, XIONG, Caiming, SOCHER, Richard, HOI, Steven C. H.
• التنسيق: text
• اللغة: English
• منشور في: Institutional Knowledge at Singapore Management University 2020
• الموضوعات: OS and Networks; Systems Architecture
• الوصول للمادة أونلاين: 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
• المؤسسة: Singapore Management University

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...