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Papers Music Generation

“Music Generation” 태그가 달린 논문 483편 · 필터 해제

YuE2: Unifying Symbolic and Audio Music Generation at Frontier Quality

2026-09-27 · Ruibin Yuan, Jiahao Pan, Junyan Jiang, Zhiyue Wu 외 hf

Symbolic models make melody, harmony, rhythm, and form explicit but typically stop before a finished recording; audio models produce complete songs while leaving composition implicit. We introduce YuE2, which unifies sym…

Representation LearningMusic Generation

StepAudio 3 Music Technical Report

2026-09-11 · Chengli Feng, Zhiyue Wu, Jiahao Song, Zheqi Dai 외 hf

We introduce StepAudio 3 Music, a large-scale, long-form music generation model that supports explicit musical planning and open-domain text-controlled generation. The StepAudio Music Tokenizer represents audio as a 50-H…

Reinforcement LearningMusic Generation

VIBE: Video Instruction-aligned Background music gEneration

2026-08-31 · Aryan Vijay Bhosale, Vaibhavi Lokegaonkar, Vishnu Raj, Gouthaman KV 외 arxiv

Current video-to-music (V2M) models lack semantic control and fail to penalize instruction violations, largely due to their reliance on reconstruction objectives and the representational bottleneck of static cross-modal …

Instruction FollowingMusic Generation

Learning Music Style for Piano Arrangement Through Cross-Modal Bootstrapping

2026-08-04 · Jingwei Zhao, Gus Xia, Ziyu Wang, Ye Wang arxiv

What is music style? Though often described using text labels such as "swing," "classical," or "emotional," the real style remains implicit and hidden in concrete music examples. In this paper, we introduce a cross-modal…

Contrastive LearningMusic GenerationStyle Transfer

Pushing the Frontier of Full-Song Generation: Hierarchical Autoregressive Planning Meets Flow-Matching Rendering

2026-07-22 · Junyu Dai, Xinyue Fan, Weiqin Li, Xiangang Li 외 arxiv

In this report, we present a unified song generation framework capable of producing high-quality full-length music from lyrics, text descriptions, and musical attributes. The proposed framework supports three tasks: Lyri…

Music Generation

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

2026-07-22 · Tieyao Zhang, Yuke Liu, Jiaxing Yu, Xinda Wu 외 arxiv

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, leading to long-term structural fragmen…

Music Generation

WanSong v1.0 Technical Report

2026-07-16 · Binghui Chen, Pandeng Li, Yu Liu, Jingren Zhou arxiv

Music generation foundation models have recently attracted significant industry attention. However, achieving efficient generation and high-fidelity long-form audio while supporting controllability remains challenging. T…

Music Generation

Qwen-Music Technical Report

2026-07-13 · Jin Xu, Kangdi Wang, Ruibin Yuan, Shun Lei 외 hf

In this report, we introduce Qwen-Music, a powerful music generation model capable of producing highly musical and high-fidelity songs with complete vocal singing. Qwen-Music supports two core tasks: Text to Music Genera…

Music Generation

From Textural Counterpoint to Feature Encoding: A Multi-Dimensional Machine Representation Study of Haydn's "The Lark" Integrating Electroacoustic Analysis

2026-07-07 · Yakun Liu, Zhiyu Jin, Hai Luan, Dong Liu 외 arxiv

Chamber music, as a highly precise multi-part interactive system, contains a logic of "role assignment and dynamic interaction" that provides an extremely valuable blueprint for exploring human-computer collaborative com…

Music Generation

Quantum-Inspired Harmonic Decision Models: A Computational Framework for Music Generation

2026-07-06 · Josef Pavlíček, Petra Pavlíčková, Martin Molhanec arxiv

This paper introduces a quantum-inspired computational framework for harmonic decision-making in music. The proposed approach formulates harmonization as an optimization problem within a structured combinatorial space, w…

Music Generation

What's a Credit Worth? A Market Framework for Attribution-Aware Compensation in Generative Music

2026-07-01 · Luyang Zhang, Xirui Jiang, Junwei Deng, Beibei Li 외 arxiv

Advances in generative AI are rapidly increasing the quality and commercial value of generated music, and this progress depends on large catalogs of creators' recordings. This raises a central question for platform desig…

Music Generation

Real-Time Interactive Music Generation via Data-Free Streaming Consistency Distillation

2026-06-23 · Baisen Wang, Chenxi Bao, Qisong Han arxiv

Interactive music and live performance relies on real-time human expression, but modern generative music AI remains largely absent from this domain due to its prohibitive inference latency and offline rendering paradigm.…

Music Generation

Libretto: Giving LLM Agents a Sense of Musical Structure

2026-06-21 · Yichen Xu arxiv

Generative music systems can now produce impressive audio from text prompts, but audio outputs are difficult to inspect, edit, and diagnose as musical structure. We introduce Libretto, an agent-facing framework for symbo…

Music Generation

LK Jam: System Architecture and Implementation of a Real-Time Human-AI Interactive Music Generation System using Role-Aware GRU

2026-06-19 · Yakun Liu, Zhiyu Jin, Dong Liu, Hai Luan arxiv

As artificial intelligence advances into the era of Embodied AI, live musical interaction urgently needs to break free from the limitations of offline, unidirectional generation, achieving a "virtual synergy" capable of …

Music Generation

Closing the Loop: PID Feedback Control for Interpretable Activation Steering in Symbolic Music Generation

2026-06-17 · Ioannis Prokopiou, Pantelis Vikatos, Maximos Kaliakatsos-Papakostas, Theodoros Giannakopoulos 외 arxiv

Transformer-based architectures have significantly advanced the generation of complex symbolic sequences, yet a significant gap remains in achieving fine-grained, interpretable control over discrete signal attributes. Th…

Music Generation

TuneJury: An Open Metric for Improving Music Generation Preference Alignment

2026-06-15 · Yonghyun Kim, Junwon Lee, Haiwen Xia, Yinghao Ma 외 arxiv

We introduce TuneJury, an open, instance-level pairwise reward model for text-to-music that predicts a music preference score from a text prompt and an audio clip. The released checkpoint is trained on publicly available…

Music Generation

Generative Modeling of Bach-Style Symbolic Music: A Comparative Study of Autoregressive, Latent-Variable, and Adversarial Approaches

2026-06-11 · Dezhi Yu, Kyuil Lee, Yongkang Huang arxiv

We study generative modeling of Bach-style symbolic piano music using a shared MIDI corpus and three model families: autoregressive LSTMs with attention, latent-variable models including recurrent VAEs and vector-quantiz…

Music Generation

Can LLMs understand LilyPond? A benchmark for symbolic music generation and understanding

2026-06-07 · Matteo Spanio, Mohammad Torabi, Andrea Poltronieri, Antonio Rodà arxiv

Symbolic music evaluation for large language models remains fragmented across representations, datasets, and metrics. We introduce LilyBench, a LilyPond-based benchmark that jointly evaluates symbolic music generation an…

Music Generation

Exploring LLMs for South Asian Music Understanding and Generation

2026-06-03 · Faria Binte Kader, Mohtasim Hadi Rafi, Shah Wasif Sajjad, Santu Karmaker arxiv

Recent advancements in Large Language Models (LLMs) have shown promising results in music understanding and generation tasks. However, existing works remain confined to Western tonal traditions, offering little insight i…

Music GenerationMusic Modeling

A Minimalist Brain-Computer Musical Interface for Real-Time Emotion-Driven Sonification: System Design and Preliminary Evaluation

2026-05-31 · Pablo A. Monroy-D'Croz, Rafael Ramirez-Melendez, Julian Cespedes-Guevara arxiv

This paper presents a minimalist brain-computer Musical Interface (BCMI) that functions as a real-time affective sonification system, translating prefrontal EEG activity into adaptive music. Emotional valence is estimate…

Music Generation
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