Author

Wenwu Wang

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#artificial intelligence Preprint Sep 2026

SAIL: Spatial Audio Intelligence with Large Language Models via Disentangled Acoustic-Spatial Encoding and Dual-Stream Q-Former

SAIL is proposed, a Spatial Audio Intelligence framework with LLMs that preserves acoustic-spatial structure and source-level correspondence from audio encoding to LLM alignment and achieves consistent improvements in dual-source sound event detection, direction and distance estimation, and spatial reasoning.

Zheng-Ding Luo, Jin-Yang Wu, Hao-Zhe Ma et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Interpreting hierarchical organisation of speaker embeddings

A hierarchical clustering algorithm is applied to analyse whether prepared speaker embeddings naturally form clusters with hierarchical relationships, and a new method is proposed, termed Hierarchical Cluster-Class Matching (HCCM), to identify which hierarchical clusters best match individual semantic classes like male...

Yanze Xu, Wen-Wu Wang, Mark D. Plumbley · 0 citations

Preprint Aug 2026

FlowSep 2: Self-Supervised Flow Matching for Language-Queried Audio Source Separation

This work proposes FlowSep2, a text-conditioned flow-matching generative model for LASS, which learns to generate the target source representation from Gaussian noise in a latent space, conditioned on both the mixture representation and the text query.

Yiitan Yuan, Xu-Bo Liu, Haohe Liu et al. · 0 citations