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LaSNN: 深度脉冲神经网络中的有效高效培训之层级 ANN 到 SNN 蒸馏【英文版】.pdf |
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英文标题:LaSNN: Layer-wise ANN-to-SNN Distillation for Effective and Efficient Training in Deep Spiking Neural Networks中文摘要:通过引入 attention 机制和采用分层知识蒸馏的方法,提出了新的 SNN 训练框架 LaSNN,实现了与 ANN 比较的竞争性准确率和比转换的 SNN 快 20 倍的推理速度,并且具有灵活性和可扩展性。英文摘要:Spiking Neural Networks (SNNs) are biologically realistic and practicallypromising in low-power computation because of their event-driven mechanism.Usually, the training of SNNs suffers accuracy loss on various tasks, yieldingan inferior performance compared with ANNs.
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