Music Generation
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Benchmarks
Song Describer Dataset
Most implemented
Music Transformer
Simple and Controllable Music Generation
MuseGAN: Multi-track Sequential Generative Adversarial Networks for Symbolic Music Generation and Accompaniment
YuE2: Unifying Symbolic and Audio Music Generation at Frontier Quality
It's Raw! Audio Generation with State-Space Models
MusicLM: Generating Music From Text
Papers
YuE2: Unifying Symbolic and Audio Music Generation at Frontier Quality
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 GenerationStepAudio 3 Music Technical Report
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 GenerationVIBE: Video Instruction-aligned Background music gEneration
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 GenerationLearning Music Style for Piano Arrangement Through Cross-Modal Bootstrapping
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 TransferPushing the Frontier of Full-Song Generation: Hierarchical Autoregressive Planning Meets Flow-Matching Rendering
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 GenerationRPPNet: Perceptually-Grouped Rhythm-Pitch Primitives for Long-Term Structure Melody Generation via Boundary-Aware Modeling
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