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surrogate-gradient

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Scophield / snn-structural-evolution

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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

nuoxuxxx / attacking-the-spike-mdse

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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

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