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Yan-Dong Sun

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#artificial intelligence Preprint Oct 2026

SonicWorld: Source-Centric Latent Dynamics for Spatial Audio Reasoning

Dynamic spatial audio reasoning requires a model to associate changing acoustic observations with the correct source and recover its spatial state at a queried time or interval, a challenge intensified by overlapping speech and source motion. To study this problem, we introduce Sonic-Bench, comprising 2.8K first-order...

Chen-Long Wei, Han-Ling Wang, Mingjin Lou et al. · 0 citations
#natural language process... Preprint Sep 2026

SPARROW: Scalable Taxonomy Induction via Structure-Preserving Partitioning and Constraint-Guided Merging

SPARROW is proposed, a scalable taxonomy induction framework that combines structure-preserving spectral partitioning to retain hierarchical connectivity within each block, and constraint-guided incremental fusion that treats block-level relations as structural constraints rather than ground truth for global placement.

Yi-Rui Zhang, Yi-Xuan Tang, Yan-Dong Sun et al. · 0 citations
#artificial intelligence Preprint Mar 2026

Asking the Right Questions: Ontology-Grounded Interpretable Embeddings for Biomedical Text

QIME is proposed, an ontology-grounded framework for interpretable biomedical text embeddings in which each dimension corresponds to an explicit biomedical-domain yes/no question, providing concise and domain-specific interpretations.

Yixuan Tang, Zheng-Lin Lin, Yan-Dong Sun et al. · 0 citations

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