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20202026
most citedMusiCoder: A Universal Music-Acoustic Encoder Based on Transformers

14 citations · 19 across the 8 of their papers we have counts for

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5 papers · 1 filter

cs.SD2026

RPPNet: Perceptually-Grouped Rhythm-Pitch Primitives for Long-Term Structure Melody Generation via Boundary-Aware Modeling

Tieyao Zhang, Yuke Liu, Jiaxing Yu +3

Existing symbolic music generation models typically use bars as the basic structural unit. However, human perception of musical phrases often does not align with notated bar lines,…

cs.SD2026

Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling

Yishan Lv, Jing Luo, Boyuan Ju +4

Music generative artificial intelligence (AI) is rapidly expanding music content, necessitating automated song aesthetics evaluation. However, existing studies largely focus on spe…

cs.SD2023★ 1 cited

MelodyGLM: Multi-task Pre-training for Symbolic Melody Generation

Xinda Wu, Zhijie Huang, Kejun Zhang +5

Pre-trained language models have achieved impressive results in various music understanding and generation tasks. However, existing pre-training methods for symbolic melody generat…

cs.SD2023★ 1 cited

REMAST: Real-time Emotion-based Music Arrangement with Soft Transition

Zihao Wang, Le Ma, Chen Zhang +8

Music as an emotional intervention medium has important applications in scenarios such as music therapy, games, and movies. However, music needs real-time arrangement according to…

cs.SD2023★ 3 cited

WuYun: Exploring hierarchical skeleton-guided melody generation using knowledge-enhanced deep learning

Kejun Zhang, Xinda Wu, Tieyao Zhang +5

Although deep learning has revolutionized music generation, existing methods for structured melody generation follow an end-to-end left-to-right note-by-note generative paradigm an…