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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,051 papers · 148 categories

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2 results for “RadiX-Nets”

RadiX-Net: Structured Sparse Matrices for Deep Neural Networkscs.LG

RadiX-Net generates diverse sparse neural topologies.

problem Sparse neural networks require more efficient storage and training.

method Deterministically generates RadiX-Nets from sparse topologies.

result RadiX-Nets can train to the same precision as dense DNNs at lower cost.

sparse neural networks neural topology deep learning neural compression training efficiency

2019-04-30abs ↗pdf ↗

Training Behavior of Sparse Neural Network Topologiescs.LG

Sparse neural networks can improve performance with less memory.

problem Lack of fast memory limits deep neural network performance.

method Experimented with sparse neural network topologies, including pruning-based and RadiX-Nets.

result Sparse networks achieve comparable accuracy to dense networks but suffer instability at extreme sparsity.

sparse neural networks neural network performance memory limitations pruning RadiX-Nets

2018-09-30abs ↗pdf ↗