Author

Jian Liu

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#machine learning Preprint Sep 2026

TrueMuse: A Benchmark for Data Attribution in Text-to-Music Models

Text-to-music generation models are trained on massive music collections, creating a growing need for data attribution methods that can quantify the contribution of individual training samples. However, existing attribution methods are difficult to rigorously evaluate due to the lack of reliable ground truth, making it...

Jia-Wei Yu, Jian Liu · 0 citations

#artificial intelligence Preprint Sep 2026

Tracing Decoder Artifacts for Compact Synthetic Speech Screening

A compact front-end screen that processes all inputs cheaply and forwards only suspicious recordings for more expensive analysis is investigated, demonstrating the potential of decoder-guided acoustic evidence for low-cost front-end screening.

Yi-Chen Liu, Jian Liu · 0 citations