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cs.SD2025
Multi-Accent Mandarin Dry-Vocal Singing Dataset: Benchmark for Singing Accent Recognition
Zihao Wang, Ruibin Yuan, Ziqi Geng +7
Singing accent research is underexplored compared to speech accent studies, primarily due to the scarcity of suitable datasets. Existing singing datasets often suffer from detail l…
eess.AS2025
SSIMuse: Assessing Data Replication in Symbolic Music via an Adapted Structural Similarity Index Measure
Shulei Ji, Zihao Wang, Le Ma +2
AI-generated music may inadvertently replicate training samples and raise plagiarism concerns. Similarity measures can quantify such replication, thereby offering supervision and g…
cs.AI2025
Losing is for Cherishing: Data Valuation Based on Machine Unlearning and Shapley Value
Le Ma, Shirao Yang, Zihao Wang +4
The proliferation of large models has intensified the need for efficient data valuation methods to quantify the contribution of individual data providers. Traditional approaches, s…