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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).
Updated
Jun 8, 2026
Python
Research-grade framework for memristive crossbar security analysis, fault injection, side-channel attacks, and PUF-based hardware defenses using MemTorch + PyTorch.
Updated
Jun 3, 2026
Jupyter Notebook
Non-conscious AI architecture
Updated
Jul 16, 2026
Python
Open-source analog-AI circuit research twin with differential conductance encoding, managed ngspice, tolerance analysis, and reproducible evidence.
Updated
Jul 31, 2026
Jupyter Notebook
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