3 papers
cs.SD2026
SpikCTU: A Compact Spiking Network with Adaptive Recurrent Computation for Speech Command Recognition
Li Jin, Jiang Wenbin, Chen Tao +1
Spiking Neural Networks offer event-driven, energy-efficient computation for speech command recognition, yet most existing methods follow fixed computation paths, allocating redund…
cs.SD2026
Switchcodec: Adaptive residual-expert sparse quantization for high-fidelity neural audio coding
Xiangbo Wang, Wenbin Jiang, Jin Wang +3
Recent neural audio compression models often rely on residual vector quantization for high-fidelity coding, but using a fixed number of per-frame codebooks is suboptimal for the wi…
cs.SD2023
A Neural Speech Codec for Noise Robust Speech Coding
Jiayi Huang, Zeyu Yan, Wenbin Jiang +2
This paper considers the joint compression and enhancement problem for speech signal in the presence of noise. Recently, the SoundStream codec, which relies on end-to-end joint tra…