Abstract: Highlights•Identify two principal challenges in generative models based on SNNs.•Propose our model specifically to address the two challenges.•Introduce a new attention-based scoring decoding technique.•Superior performance on complex datasets compared to prior GAN based on SNNs.•Experimentally compared with the working mechanism of biological brains.
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