ROSA achieves up to 64% lower energy-delay product and 8.3% higher CIFAR-10 accuracy in microring optical neural networks by combining optical shift-and-add with workload-aware hybrid mapping.
Cimloop: A flexible, accurate, and fast compute-in-memory modeling tool
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ROSA: Robust and Energy-Efficient Microring-Based Optical Neural Networks via Optical Shift-and-Add and Layer-Wise Hybrid Mapping
ROSA achieves up to 64% lower energy-delay product and 8.3% higher CIFAR-10 accuracy in microring optical neural networks by combining optical shift-and-add with workload-aware hybrid mapping.