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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

Udaykirancheera15 / memristive-security-framework

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Research-grade framework for memristive crossbar security analysis, fault injection, side-channel attacks, and PUF-based hardware defenses using MemTorch + PyTorch.

machine-learning research pytorch cybersecurity memristor fault-injection hardware-security puf side-channel-attacks neuromorphic-computing memristive-crossbar rram cpa-attack hardware-trojans crossbar-array analog-ai memristive-computing memtorch
  • Updated Jun 3, 2026
  • Jupyter Notebook

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