Rethinking post-synaptic potential dynamics: Adaptive Synaptic Filter for versatile temporal integration

doi:10.1016/j.patcog.2026.113765

2026-04-14

PRE

Zhikun Liu

Junxue Wang

Qiang Yu *

DOI：10.1016/j.patcog.2026.113765

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摘要

En 中文

• ASF模型使用突触时间常数模拟PSP动态。 • ASF在脉冲和非脉冲模型中与架构无关。 • 频率分析表明ASF保留了时间特征。 • 配备ASF的SNN在多样化任务中取得优异结果。

Keyword:

Adaptive Synaptic Filter

Spiking Neural Networks

Temporal Integration

Post-synaptic Potential

Frequency Analysis

期刊

Pattern Recognition

IF:

7.6

论文数:

1.3W

被引数:

4.5W

机构

Tianjin University

学者数:

4.7K

论文数: 1.7K

被引数: 8.5W

tianjin university

学者数:

8.0W

论文数: 5.8W

被引数: 88

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