Partial Connection Based on Channel Attention for Differentiable Neural Architecture Search
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Industrial Informatics"
DOI: 10.1109/tii.2022.3184700
Abstract: Differentiable neural architecture search (DARTS), as a gradient-guided search method, greatly reduces the cost of computation and speeds up the search. In DARTS, the architecture parameters are introduced to the candidate operations, but the parameters… read more here.
Keywords: differentiable neural; architecture; search; attention ... See more keywords
Exploiting Operation Importance for Differentiable Neural Architecture Search
Sign Up to like & getrecommendations! Published in 2021 at "IEEE transactions on neural networks and learning systems"
DOI: 10.1109/tnnls.2021.3072950
Abstract: Recently, differentiable neural architecture search (NAS) methods have made significant progress in reducing the computational costs of NASs. Existing methods search for the best architecture by choosing candidate operations with higher architecture weights. However, architecture… read more here.
Keywords: differentiable neural; operation importance; architecture; search ... See more keywords
Universal Approximation Abilities of a Modular Differentiable Neural Network
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Transactions on Neural Networks and Learning Systems"
DOI: 10.1109/tnnls.2024.3378697
Abstract: Approximation ability is one of the most important topics in the field of neural networks (NNs). Feedforward NNs, activated by rectified linear units and some of their specific smoothed versions, provide universal approximators to convex… read more here.
Keywords: modular differentiable; differentiable neural; abilities modular; approximation abilities ... See more keywords
Image classification optimization technology based on differentiable neural architecture search improvement model
Sign Up to like & getrecommendations! Published in 2025 at "PLOS One"
DOI: 10.1371/journal.pone.0329480
Abstract: Image classification, as the core task of computer vision, has broad application value in fields such as medical diagnosis and intelligent transportation.However, the ability of differentiable neural architecture to search (NAS) for local information is… read more here.
Keywords: classification; image classification; neural architecture; search ... See more keywords