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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Үндсэн зохиолчид:	Sooyoung Jang, Sungpil Woo, Ahyun Lee
Формат:	Artigo
Хэл сонгох:	Inglês
Хэвлэсэн:	IEEE 2026-01-01
Цуврал:	IEEE Access
Нөхцлүүд:	Spiking neural networks low-latency classification curriculum learning temporal decoding early exit neuromorphic computing
Онлайн хандалт:	https://ieeexplore.ieee.org/document/11601028/
Шошгууд:	Шошго нэмэх Шошго байхгүй, Энэхүү баримтыг шошголох эхний хүн болох!