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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Yanping Li

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Open access Aug 2026

Dimension-Wise Probing of Music Foundation Models for Chinese and Western Music: Timbre, Technique, Key, and Mode

Music foundation models are increasingly used as feature extractors in music information retrieval; yet, their treatment of Chinese tonal organization has received little controlled evaluation. We probe frozen MERT, MuQ, CultureMERT, and an 88-dimensional librosa baseline on instrument timbre, guzheng playing technique...

Xue-Ying Bai, Nan-Mu Hui, Yanping Li et al. · 0 citations

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