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Can nengo support the negative spikes in hardware? #1694

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xianyi11 opened this issue Mar 26, 2024 · 1 comment
Open

Can nengo support the negative spikes in hardware? #1694

xianyi11 opened this issue Mar 26, 2024 · 1 comment

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@xianyi11
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Hello!! I'm excited when I meet the nengo project!! I want to simulate my neuron model in nengo_loihi or nengo_FPGA. However, my neuron model can fire negative spike. I know the nengo support negative spikes in frontend below.
image
But I wonder if the nengo_loihi and nengo_FPGA can support negative spike, so that I can realize my neuron.

The negative spike is often used in recent ANN-SNN conversion algorithm, such as:
[1] Li, Chen, Lei Ma, and Steve Furber. "Quantization framework for fast spiking neural networks." Frontiers in Neuroscience 16 (2022): 918793.

[2] Hu, Yangfan, et al. "Fast-snn: Fast spiking neural network by converting quantized ann." IEEE Transactions on Pattern Analysis and Machine Intelligence (2023).

[3] Wang, Yuchen, et al. "Signed Neuron with Memory: Towards Simple, Accurate and High-Efficient ANN-SNN Conversion." IJCAI. 2022.

Looking forward to your reply.

@hunse
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hunse commented May 9, 2024

Loihi1 does not support negative spikes. Loihi2 may, but it is not supported by NengoLoihi.

I'm not sure about NengoFPGA.

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