| FLUX that Plays Music | Sep 1, 2024 | Music GenerationText-to-Music Generation | CodeCode Available | 13 |
| Stable Audio Open | Jul 19, 2024 | Audio GenerationText-to-Music Generation | CodeCode Available | 7 |
| Fast Timing-Conditioned Latent Audio Diffusion | Feb 7, 2024 | Audio GenerationGPU | CodeCode Available | 7 |
| Simple and Controllable Music Generation | Jun 8, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 6 |
| MusicLM: Generating Music From Text | Jan 26, 2023 | Music GenerationText-to-Music Generation | CodeCode Available | 6 |
| Improving Text-To-Audio Models with Synthetic Captions | Jun 18, 2024 | AudioCapsAudio captioning | CodeCode Available | 5 |
| Quality-aware Masked Diffusion Transformer for Enhanced Music Generation | May 24, 2024 | DiversityMusic Generation | CodeCode Available | 4 |
| AudioLDM 2: Learning Holistic Audio Generation with Self-supervised Pretraining | Aug 10, 2023 | Audio GenerationIn-Context Learning | CodeCode Available | 4 |
| Moûsai: Text-to-Music Generation with Long-Context Latent Diffusion | Jan 27, 2023 | GPUImage Generation | CodeCode Available | 4 |
| TokenSynth: A Token-based Neural Synthesizer for Instrument Cloning and Text-to-Instrument | Feb 13, 2025 | Audio GenerationDecoder | CodeCode Available | 2 |
| ETTA: Elucidating the Design Space of Text-to-Audio Models | Dec 26, 2024 | AudioCapsAudio captioning | CodeCode Available | 2 |
| Melody-Guided Music Generation | Sep 30, 2024 | cross-modal alignmentMusic Generation | CodeCode Available | 2 |
| MusiConGen: Rhythm and Chord Control for Transformer-Based Text-to-Music Generation | Jul 21, 2024 | DiversityMusic Generation | CodeCode Available | 2 |
| MeLFusion: Synthesizing Music from Image and Language Cues using Diffusion Models | Jun 7, 2024 | FADText-to-Music Generation | CodeCode Available | 2 |
| PAM: Prompting Audio-Language Models for Audio Quality Assessment | Feb 1, 2024 | Audio Quality AssessmentMusic Generation | CodeCode Available | 2 |
| Mustango: Toward Controllable Text-to-Music Generation | Nov 14, 2023 | Data AugmentationDenoising | CodeCode Available | 2 |
| Music Understanding LLaMA: Advancing Text-to-Music Generation with Question Answering and Captioning | Aug 22, 2023 | Caption GenerationLarge Language Model | CodeCode Available | 2 |
| MusicMagus: Zero-Shot Text-to-Music Editing via Diffusion Models | Feb 9, 2024 | Music GenerationText-to-Music Generation | CodeCode Available | 1 |
| The Song Describer Dataset: a Corpus of Audio Captions for Music-and-Language Evaluation | Nov 16, 2023 | Music CaptioningMusic Generation | CodeCode Available | 1 |
| Music ControlNet: A model similar to SD ControlNetD that can accurately control music generation | Nov 7, 2023 | Music GenerationRhythm | CodeCode Available | 1 |
| Investigating Personalization Methods in Text to Music Generation | Sep 20, 2023 | Data AugmentationMusic Generation | CodeCode Available | 1 |
| JEN-1: Text-Guided Universal Music Generation with Omnidirectional Diffusion Models | Aug 9, 2023 | Computational EfficiencyIn-Context Learning | CodeCode Available | 1 |
| MusicLDM: Enhancing Novelty in Text-to-Music Generation Using Beat-Synchronous Mixup Strategies | Aug 3, 2023 | Audio GenerationBeat Tracking | CodeCode Available | 1 |
| Exploring the Efficacy of Pre-trained Checkpoints in Text-to-Music Generation Task | Nov 21, 2022 | Music GenerationText-to-Music Generation | CodeCode Available | 1 |
| MuseControlLite: Multifunctional Music Generation with Lightweight Conditioners | Jun 23, 2025 | AttributeAudio inpainting | —Unverified | 0 |
