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Article
RNAS-CL: Robust Neural Architecture Search by Cross-Layer Knowledge Distillation
Deep Neural Networks are often vulnerable to adversarial attacks. Neural Architecture Search (NAS), one of the tools for develo** novel deep neural architectures, demonstrates superior performance in predict...
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Article
Subspace Learning by \(\ell ^{0}\) -Induced Sparsity
Subspace clustering methods partition the data that lie in or close to a union of subspaces in accordance with the subspace structure. Such methods with sparsity prior, such as sparse subspace clustering (SSC)...
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Chapter and Conference Paper
\(\ell ^{0}\) -Sparse Subspace Clustering
Subspace clustering methods with sparsity prior, such as Sparse Subspace Clustering (SSC) [1], are effective in partitioning the data that lie in a union of subspaces. Most of those methods require certain assump...
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Article
An improved belief propagation method for dynamic collage
This paper presents a new photo browsing technique, dynamic collage. Although previous photo collage techniques have innate advantages for viewing several photos collectively, they only focus on a static two-dime...