A dual memory pathway spiking network with near-memory hardware achieves long-sequence accuracy using 40-60% fewer parameters and delivers over 4X throughput plus 5X energy efficiency gains.
Proceedings of the National Academy of Sciences 121(3), 2311885121 (2024)
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Algorithm-hardware co-design of neuromorphic networks with dual memory pathways
A dual memory pathway spiking network with near-memory hardware achieves long-sequence accuracy using 40-60% fewer parameters and delivers over 4X throughput plus 5X energy efficiency gains.