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README.md

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 # Catalyst SHD SNN Benchmark (N3)
 
-Spiking Neural Network for spoken digit classification on SHD. #1 SOTA (91.0%), beating SpikFormer (90.4%) and Loihi 2 (90.9%).
+Spiking Neural Network for spoken digit classification on SHD. Achieves 91.0% with adaptive LIF neurons.
 
 ## Model Description