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hybrid architecture

technology1 mentionslast seen Sep 16, 2026

A novel ONN architecture that balances serialization and parallelism in coupling elements to achieve near-linear hardware scaling.

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hybrid architecture

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hybrid architectureimplementsoscillatory neural network

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preprintarXivApr 29, 2025Overcoming Quadratic Hardware Scaling for a Fully Connected Digital Oscillatory Neural Network
we introduce a novel hybrid architecture that balances serialization and parallelism in the coupling elements that shows near-linear hardware scaling, on the order of about 1.2 with the network size. Furthermore, we evaluate the benefits and costs of these different digital ONN architectures