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Decoder-Aligned Cumulative-Prefix Training for Low-Latency Spiking Neural Network Classification

Low-latency spiking neural network classification depends on the temporal decision state queried by the deployment decoder. For cumulative spike-count decoding, losses attached only to terminal counts, instantaneous spikes, or hidden readouts can optimize states that differ from the cumulative prefi...

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Autori principali: Sooyoung Jang, Sungpil Woo, Ahyun Lee
Natura: Artigo
Lingua:Inglês
Pubblicazione: IEEE 2026-01-01
Serie:IEEE Access
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Accesso online:https://ieeexplore.ieee.org/document/11601028/
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