Patent-scoped reference implementation for TÜRKPATENT 2026/007632. 17 hazard-based spiking neuron models (TH-LIF, L-TH-LIF, BH-LIF + physics & architecture variants), custom CUDA kernel with analytic natural gradient, and Arty A7-35T FPGA validation (171 LUT, ≤240 pJ/step, bit-exact across 5 references).
fpga cuda pytorch spiking-neural-networks neuromorphic-hardware snn neuromorphic-computing edge-ai spiking-neurons hazard-function liquid-neural-network th-lif
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Updated
May 28, 2026 - Python