On-device research index

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.

168,742 papers · 148 categories

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2 results for “PairNet”

PairNets: Novel Fast Shallow Artificial Neural Networks on Partitioned Subspacescs.LG

Novel PairNet speeds up ANN training with fast hyperparameter optimization.

problem Slow training of traditional ANNs with many hyperparameters.

method Partition inputs into subspaces, optimize hyperparameters via linear equations, train local PairNets in subspaces.

result PairNet achieves higher speeds and lower MSEs than traditional ANNs.

ANN PairNet hyperparameter optimization subspace partitioning fast training

2020-01-24abs ↗pdf ↗

Pairwise Neural Networks (PairNets) with Low Memory for Fast On-Device Applicationscs.LG

PairNets optimize AI models for fast IoT applications.

problem Slow training and high memory usage of deep neural networks.

method Developed Pairwise Neural Networks (PairNets) with low memory and fast training.

result PairNets achieve faster training (one epoch) and lower prediction errors.

Pairwise Neural Networks AIoT IoT applications fast training memory efficiency

2020-02-10abs ↗pdf ↗