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Implementing a minimal spiking neural network for MNIST pattern recognition using nervos

fabriziomusacchio.com · published 16 February 2026

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https://github.com/jsmaskeen/nervos

github.com

http://jsmaskeen.github.io

jsmaskeen.github.io

https://iitgn.ac.in/faculty/ee/fac-sandip

iitgn.ac.in

https://arxiv.org/abs/2506.19377

arxiv.org

https://assets.fmusacchio.com/assets/posts/nervos/nervos_weight_evolution_thumb_1600px.jpg

assets.fmusacchio.com

https://nervos.readthedocs.io/en/latest/notebooks/mnist.html

nervos.readthedocs.io

https://en.wikipedia.org/wiki/MNIST_database

en.wikipedia.org

https://assets.fmusacchio.com/assets/posts/neural_dynamics/AE_MNIST_samples_1600px.png

assets.fmusacchio.com

https://assets.fmusacchio.com/assets/posts/nervos/random_samples_train_1600px.png

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https://assets.fmusacchio.com/assets/posts/nervos/learned_synapses_1600px.png

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https://assets.fmusacchio.com/assets/posts/nervos/confusion_matrix_normalized_1600px.jpg

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https://assets.fmusacchio.com/assets/posts/nervos/rf_template_epoch0_sample61_1600px.png

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https://assets.fmusacchio.com/assets/posts/nervos/raster_output_neurons_epoch0_sample61_1600px.png

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https://assets.fmusacchio.com/assets/posts/nervos/rf_epochWinner_epoch0_sample61_1600px.png

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https://assets.fmusacchio.com/assets/posts/nervos/rf_finalWinner_asOfEpoch0_sample61_1600px.png

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https://assets.fmusacchio.com/assets/posts/nervos/raster_output_neurons_epoch1_sample61_1600px.png

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https://assets.fmusacchio.com/assets/posts/nervos/rf_epochWinner_epoch1_sample61_1600px.png

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https://assets.fmusacchio.com/assets/posts/nervos/rf_finalWinner_asOfEpoch1_sample61_1600px.png

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https://assets.fmusacchio.com/assets/posts/nervos/raster_output_neurons_epoch2_sample61_1600px.png

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https://assets.fmusacchio.com/assets/posts/nervos/rf_epochWinner_epoch2_sample61_1600px.png

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https://assets.fmusacchio.com/assets/posts/nervos/rf_finalWinner_asOfEpoch2_sample61_1600px.png

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https://assets.fmusacchio.com/assets/posts/nervos/winner_rf_evolution_sample61_tiles_1600px.png

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https://assets.fmusacchio.com/assets/posts/nervos/winner_rf_evolution_sample61_summary_1600px.png

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https://link.springer.com/chapter/10.1007/978-3-032-04558-4_41

link.springer.com

https://nervos.readthedocs.io/en/latest/

nervos.readthedocs.io

https://doi.org/10.1109/5.726791

doi.org

https://doi.org/10.3389/fncom.2015.00099

doi.org

https://doi.org/10.1146/annurev.neuro.31.060407.125639

doi.org

https://doi.org/10.1523/JNEUROSCI.18-24-10464.1998

doi.org

https://neuronaldynamics.epfl.ch/online/Ch19.html

neuronaldynamics.epfl.ch

https://doi.org/10.1016/j.neuron.2004.09.012

doi.org

https://doi.org/10.1016/j.neuron.2016.12.015

doi.org

http://www.scholarpedia.org/article/Spike-timing_dependent_plasticity

scholarpedia.org