Semantic-DARTS: Elevating Semantic Learning for Mobile Differentiable Architecture Search
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DOI: 10.1109/jiot.2024.3462954
Abstract: Differentiable architecture search (DARTS) is a prevailing direction in automatic machine learning, but it may suffer from performance collapse and generalization issues. Recent efforts mitigate them by integrating regularization into architectural parameters or rule-based operations… read more here.
Keywords: classification; search; semantic darts; differentiable architecture ... See more keywords
Adaptive Channel Allocation for Robust Differentiable Architecture Search
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Transactions on Neural Networks and Learning Systems"
DOI: 10.1109/tnnls.2024.3441708
Abstract: Differentiable architecture search (DARTS) has attracted much attention due to its simplicity and significant improvement in efficiency. However, the excessive accumulation of the skip connection, when training epochs become large, makes it suffer from weak… read more here.
Keywords: adaptive channel; skip connections; differentiable architecture; allocation ... See more keywords
FX-DARTS: Designing Topology-Unconstrained Architectures With Differentiable Architecture Search and Entropy-BasedSuper-Network Shrinking
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DOI: 10.1109/tnnls.2025.3575505
Abstract: Strong priors are imposed on the search space of differentiable architecture search (DARTS), such that cells of the same type share the same topological structure and each intermediate node retains two operators from distinct nodes.… read more here.
Keywords: search; topology; differentiable architecture; architecture search ... See more keywords