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Jia-Wei Yu

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#machine learning Preprint Oct 2026

LiteEMG-FM: An Efficient and Deployable Foundation Model for Robust EMG Sensing

Electromyography (EMG) signals vary substantially across individuals, body regions, recording sessions, and sensing hardware, limiting the generalization of models for assistive devices and human-computer interaction. Existing time-series foundation models are also computationally expensive for real-time wearable deplo...

Tian-Hao Wu, Xu-Ying Wu, Amir Radmehr et al. · 0 citations
#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

SeRV: Semantic-Aligned Residual Vector Quantization for American Sign Language Generation

SeRV (Semantic-Aligned Residual Vector Quantization), a semantic-aligned RVQ tokenizer for ASL generation, achieves state-of-the-art pose accuracy on both How2Sign and YouTube-ASL datasets, while producing semantically consistent 3D ASL motion directly from text.

Hong-Yu Wu, Xu-Ying Wu, Tian-Hao Wu et al. · 0 citations

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