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I scaled a pure Spiking Neural Network (SNN) to 1.088B parameters from scratch. Ran out of budget, but here is what I found [R]

Via r/MachineLearning
Monday, Apr 13, 2026 · 10:42PM
Summary

Hey everyone. I’m an 18yo indie dev, and I’ve been experimenting with Spiking Neural Networks (SNNs) for language modeling. A lot of papers (like SpikeBERT) mention that training 1B+ SNNs directly from random initialization fails due to vanishing gradients, so people usually do ANN-to-SNN conversion

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