Latest Research in Generative Music Modeling

Top Research Topics in Generative Music Modeling

• Sound — 85 papers
• Audio and Speech Processing — 19 papers
• Music and Audio Processing — 18 papers
• Computer Vision and Pattern Recognition — 11 papers
• Topic Modeling — 3 papers
• Multimedia — 2 papers
• Computation and Language — 2 papers
• Signal Processing — 2 papers
• Diverse Music Education Insights — 2 papers
• Human Motion and Animation — 2 papers

Highest-Cited Papers

1. Expressive Dizi Synthesis: Unlimited Synthetic Datasets, Real–Synthetic Integration and Technique Labeling
2. Hybrid abstractive model using BioBERT and stacked LSTM for biomedical text summarization
3. MuseCritic: Learning Multi-Aspect Song Rewards through Natural-Language Aesthetic Critiques
4. Dialogue-Aware Video-to-Music Generation Using Public Domain Film Collections
5. HarmoniDPO: Video-guided Audio Generation via Preference-Optimized Diffusion
6. Classification of Assamese regional songs using a hybrid model of machine learning and deep learning
7. Plainchant music modeling through Zipf’s law
8. A Gated Multi-Head Network with Semantic–Spatial Features for Sound Event Localization and Detection
9. Beyond Dry References: Learning Relative Audio Effects Representations via Contrastive Distance Learning
10. A Dataset and Benchmark for Optical Music Recognition of String Quartet Scores
11. MAJEPPA: Morphing and Assessing in a Unified Piano Performance Space
12. Beyond Reconstruction: Full-Context Generative DiT for Music Generation
13. Ex-Omni-2D: Expressive Omni-Modal Dialogue Models with Native Visual Presence
14. Pitch Contour Tokenization using VQ-VAE and Its Application on Korean Traditional Music Analysis
15. Qwen-MusicAVQA-7B: A Multimodal Model for Music Audio-Visual QA
16. CLASVS: Continuous-Latent Autoregression for Melody-Preserving Lyric Editing in Singing Voice Synthesis
17. VoxSumm: A Multilingual Corpus of Long-Form Spoken News for Joint Summarization and Translation
18. Decoding imagined speech: role of electrode localization and subject-specific classification
19. Agreement-Based Audio-Visual Segmentation:Champion Report for the MeViS-Audio Track in the 8th LSVOS Challenge
20. AudioMap: Cloze-and-Choice Reinforcement Learning for Time-Aware Dense Audio Captioning

Sub-Regions

• Sound — 122 papers
• Audio and Speech Processing — 22 papers
• Topic Modeling — 9 papers