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By intelligently pruning tokens based on spike timing and activation, Vision SmolMamba achieves state-of-the-art efficiency in spiking neural networks, outperforming even Spiking Mamba.
SNNs can achieve higher accuracy and lower latency by learning the optimal spiking resolution for each layer, rather than relying on predefined burst structures.