Browsing Scholarly Works by Subject "Neural Networks"

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Accessing the Topological Properties of Neural Network Functions.

Masden, Marissa (University of Oregon, 2024-01-09)

We provide a framework for analyzing the geometry and topology of the canonical polyhedral complex of ReLU neural networks, which naturally divides the input space into linear regions. Beginning with a category appropriate ...
Efficient Sparse Neural Network Training

Shvedov, Konstantin (University of Oregon, 2022-10-04)

Developments in neural networks have led to advanced models requiring large amounts of training time and resources. To reduce the environmental impact and to decrease the training times of models, acceleration techniques ...