Author

Tian-Lun Zuo

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#artificial intelligence Preprint Sep 2026

DiTAR+: Dual Optimization for Robust Autoregressive Diffusion Speech Synthesis

The proposed DiTAR+, a dual-optimization framework for continuous-latent Autoregressive Diffusion Transformer models, introduces Dilated Context Sampling and Hierarchical Acoustic Masking to prevent shallow layers from attending to acoustic pre-context, explicitly decoupling semantic alignment from acoustic detail reco...

Zi-Yu Zhang, Tian-Lun Zuo, Han-Zhao Li et al. · 0 citations

#natural language process... Preprint Sep 2026

Complex-Text Robustness Evaluation and Failure Diagnosis for Low-Resource Multilingual Text-to-Speech

Low-resource multilingual text-to-speech (TTS) systems have expanded language coverage, but their robustness under complex text inputs remains insufficiently diagnosed. Existing evaluations mainly focus on naturalness, speaker similarity, and content consistency using regular test sentences, while providing limited ins...

Tian-Lun Zuo, Zi-Yu Zhang, Tingzhi Mao et al. · 0 citations