Author

Xia-Ming Ren

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Preprint Sep 2026

SphereVAE: Hyperspherical Latent Autoencoders for Robust Autoregressive Speech Representation Modeling

With the rapid development of speech generation technology, discrete codec representations have been widely used because they provide a stable prediction paradigm. In expressive speech generation, however, the quantization bottleneck of discrete codecs results in information gaps in fine-grained prosody, timbre, pronun...

Hao-Yu Zhang, Jing-Bin Hu, Han-Ke Xie et al. · 0 citations

Preprint Sep 2026

X-Pred MeanFlow for Streaming Token-to-Mel Speech Decoding

Recent advancements in discrete token-based speech generation have highlighted the importance of efficient token-to-waveform synthesis in streaming and dialogue scenarios. Flow-matching acoustic decoders achieve high-quality token-to-mel generation, but their iterative sampling requires multiple neural function evaluat...

Han-Ke Xie, Xia-Ming Ren, Qi-Rui Zhan et al. · 0 citations