Wiki: Lecture 10 – CNNs in view of Sparse Coding


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Lecture Video: CNNs in view of Sparse Coding (Papyan) and Donoho’s final comments about theories of deep learning

Readings:
Working Locally Thinking Globally: Theoretical Guarantees for Convolutional Sparse Coding
Convolutional Neural Networks Analyzed via Convolutional Sparse Coding
Multi-Layer Convolutional Sparse Modeling: Pursuit and Dictionary Learning
Convolutional Dictionary Learning via Local Processing