On VoiceBank-DEMAND, replacing dense layers or ReLU activations with GR-KAN layers in MP-SENet and Demucs improved PESQ by up to 0.1 and cut parameters by up to 4x in one comparison.
Speech enhancement using a minimum-mean square error short-time spectral amplitude esti- mator,
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From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology
On VoiceBank-DEMAND, replacing dense layers or ReLU activations with GR-KAN layers in MP-SENet and Demucs improved PESQ by up to 0.1 and cut parameters by up to 4x in one comparison.