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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.

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3 results for “Loihi”

Benchmarking Keyword Spotting Efficiency on Neuromorphic Hardwarecs.LG

Loihi neuromorphic chip outperforms conventional hardware in keyword spotting efficiency.

problem Benchmarking keyword spotting efficiency on neuromorphic hardware.

method Comparative analysis of a two-layer neural network trained to recognize a single phrase on Intel's Loihi neuromorphic chip and conventional hardware devices.

result Loihi outperforms conventional hardware on energy cost per inference for this keyword spotting application.

neuromorphic hardware keyword spotting energy efficiency Loihi ABR

2018-12-04abs ↗pdf ↗

An Efficient Spiking Neural Network for Recognizing Gestures with a DVS Camera on the Loihi Neuromorphic Processorcs.NE

Efficient SNN on Loihi achieves high gesture recognition accuracy.

problem Real-time gesture recognition using event-based sensors.

method Design and training of SNN, conversion from DNN, pre-processing of DVS data.

result 89.64% classification accuracy with 37 Loihi cores.

Spiking Neural Networks Gesture Recognition Intel Loihi DVS Camera Event-Based Sensors

2020-05-16abs ↗pdf ↗

Training Dynamic Exponential Family Models with Causal and Lateral Dependencies for Generalized Neuromorphic Computingcs.LG

Neuromorphic hardware platforms, such as Intel's Loihi chip, support the implementation of Spiking Neural Networks (SNNs) as an energy-efficient alternative to Artificial Neural Networks (ANNs). SNNs are networks of neurons with internal analogue dynamics that communicate by means of binary time series. In this work, a…

2018-10-21abs ↗pdf ↗