surrogate-gradient

Here are 8 public repositories matching this topic...

haoran-zha / Awesome-Spiking-Neural-Networks-Hub

The comprehensive bilingual (EN/中文) hub for Spiking Neural Networks — 340+ papers, models, neuromorphic hardware, datasets, tools & research groups.

machine-learning awesome deep-learning neural-networks awesome-list spiking-neural-networks neuromorphic-hardware snn neuromorphic-computing paper-list brain-inspired-computing event-camera spiking-transformer surrogate-gradient

Updated Aug 21, 2026
Python

Scophield / snn-structural-evolution

Star

Minimal PyTorch examples for the four-stage structural evolution from ANN to event-driven SNN: Stage 0 (baseline ANN) → Stage 1 (binarization) → Stage 2 (temporal expansion) → Stage 3 (temporal accumulation) → Stage 4 (reset & sparsity control).

pytorch mnist event-driven snn neuromorphic-computing reram spiking-neural-network ann-to-snn compute-in-memory hardware-aware-ai surrogate-gradient analog-ai

Updated Jun 8, 2026
Python

EthYusuf / macaque-decision-snn

Star

A spiking model of macaque MT and LIP that learns perceptual decisions with surrogate gradients and dopamine-modulated STDP, with an interactive 3D brain.

threejs reinforcement-learning decision-making neuroscience pytorch computational-neuroscience spiking-neural-networks stdp dopamine macaque brain-simulation surrogate-gradient

Updated Oct 4, 2026
Python

nuoxuxxx / attacking-the-spike-mdse

Star

Official code for "Attacking the Spike: On the Security of Spiking Neural Networks to Adversarial Examples" (Neurocomputing 2025). Implements the MDSE adversarial attack for SNNs, CNNs, and Vision Transformers.

pytorch spiking-neural-networks cifar10 cifar100 snn adversarial-examples neuromorphic-computing machine-learning-security adversarial-attack mdse adversarial-robustness vision-transformer spikingjelly surrogate-gradient

Updated May 21, 2026
Python

ArtyomITA / flytollm

Star

The whole male Drosophila CNS connectome (166,700 neurons) used uncut as the spiking core of a language model. Scope, numbers, honest controls, pipeline animation.

cuda neuroscience pytorch computational-neuroscience drosophila language-model connectome snn lif brain-inspired spiking-neural-network flywire tinystories small-language-model surrogate-gradient

Updated Sep 18, 2026
Python

catalyst-neuromorphic / catalyst-benchmarks

Star

Neuromorphic benchmark suite: SHD, SSC, N-MNIST, DVS Gesture, GSC KWS — reproducible training scripts for Catalyst processors

benchmark fpga pytorch event-driven spiking-neural-networks neuromorphic loihi surrogate-gradient

Updated Jul 21, 2026
Python

p9dt / memristor-aware-snn

Star

Device-to-algorithm neuromorphic: train spiking neural nets in snnTorch, then deploy on a simulated memristor crossbar with measured SnS2 device non-idealities.

pytorch spiking-neural-networks memristor neuromorphic-hardware neuromorphic-computing in-memory-computing snntorch surrogate-gradient