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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 “NormAD”

Training Multi-layer Spiking Neural Networks using NormAD based Spatio-Temporal Error Backpropagationcs.NE

Paper trains multi-layer SNNs using NormAD for spatio-temporal error backpropagation.

problem Training multi-layer SNNs with non-linear integrate-and-fire dynamics.

method Formulates training as optimization, uses NormAD for iterative synaptic weight update.

result Validated on 2- and 3-layer SNNs solving spike-based XOR and generic problems.

spiking neural networks multi-layer networks NormAD error backpropagation spatio-temporal

2018-10-23abs ↗pdf ↗

Learning and Real-time Classification of Hand-written Digits With Spiking Neural Networksstat.ML

We describe a novel spiking neural network (SNN) for automated, real-time handwritten digit classification and its implementation on a GP-GPU platform. Information processing within the network, from feature extraction to classification is implemented by mimicking the basic aspects of neuronal spike initiation and prop…

2017-11-09abs ↗pdf ↗