mlsanityData to 14 Oct 2026

FlowSonic: Stable Zero-Shot Music Editing via High-Order Trajectory Integration

arXiv 2607.17526 ↗First posted 20 Jul 2026cs.SD cs.LG cs.NAcited by 0

On the map: Diffusion models → Audio, speech and music

Abstract (arXiv)

Zero-shot text-guided editing of real-world music recordings requires balancing semantic modification with faithful preservation of the original musical structure. Although recent diffusion transformers trained with rectified flow have achieved remarkable success in text-to-music generation, extending them to edit existing recordings remains challenging because editing requires accurate deterministic inversion, reliable structural preservation, and numerically stable integration throughout the inversion and generation processes. We present FlowSonic, a zero-shot music editing framework built upon a pretrained diffusion transformer trained with rectified flow. FlowSonic first deterministically inverts a real-world recording into the latent space and preserves its musical structure during editing by reusing cross-attention representations extracted during inversion. To improve the numerical reliability of inversion-based editing, we introduce a high-order ODE solver and systematically investigate how different numerical integration schemes influence trajectory stability, structural preservation, and semantic controllability. Comprehensive experiments on timbre-transfer and genre-modification tasks demonstrate that FlowSonic consistently outperforms existing music editing methods across semantic alignment, harmonic preservation, structural consistency, and perceptual audio quality. We further provide geometric and empirical analyses showing how the proposed numerical integration strategy improves latent trajectory stability and leads to more reliable music editing.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Placed in Audio, speech and music, one of 14 directions in Diffusion models. Builds on 55 of its 61 references that are in the map. First posted on arXiv 20 Jul 2026.

Builds on

55 of 61 references.

Closest ancestors · 19

Same direction, newest first

  1. 2025MusFlow: Multimodal Music Generation via Conditional Flow Matching18 Apr
  2. 2025DiffRhythm: Blazingly Fast and Embarrassingly Simple End-to-End Full-Length Song Generation with Latent Diffusion3 Mar
  3. 2025InspireMusic: Integrating Super Resolution and Large Language Model for High-Fidelity Long-Form Music Generation28 Feb
  4. 2025Diffusion based Text-to-Music Generation with Global and Local Text based Conditioning24 Jan
  5. 2024FLUX that Plays Music1 Sep
  6. 2024High Fidelity Text-Guided Music Editing via Single-Stage Flow Matching4 Jul
  7. 2024A Diffusion-Based Generative Equalizer for Music Restoration27 Mar
  8. 2024Zero-Shot Unsupervised and Text-Based Audio Editing Using DDPM Inversion15 Feb
  9. 2024MusicMagus: Zero-Shot Text-to-Music Editing via Diffusion Models9 Feb
  10. 2024DITTO: Diffusion Inference-Time T-Optimization for Music Generation22 Jan
  11. 2024Auffusion: Leveraging the Power of Diffusion and Large Language Models for Text-to-Audio Generation2 Jan
  12. 2023Mustango: Toward Controllable Text-to-Music Generation14 Nov
7 more
  1. 2023InstructME: An Instruction Guided Music Edit And Remix Framework with Latent Diffusion Models28 Aug
  2. 2023AudioLDM 2: Learning Holistic Audio Generation with Self-supervised Pretraining10 Aug
  3. 2023MusicLDM: Enhancing Novelty in Text-to-Music Generation Using Beat-Synchronous Mixup Strategies3 Aug
  4. 2023Text-to-Audio Generation using Instruction-Tuned LLM and Latent Diffusion Model24 Apr
  5. 2023AUDIT: Audio Editing by Following Instructions with Latent Diffusion Models3 Apr
  6. 2023Noise2Music: Text-conditioned Music Generation with Diffusion Models8 Feb
  7. 2023AudioLDM: Text-to-Audio Generation with Latent Diffusion Models29 Jan

Other references · 36

  1. 2020Denoising Diffusion Probabilistic Modelscited by 21,076
  2. 2021High-Resolution Image Synthesis with Latent Diffusion Modelscited by 18,863
  3. 2020Denoising Diffusion Implicit Modelscited by 9,781
  4. 2020Score-Based Generative Modeling through Stochastic Differential Equationscited by 9,122
  5. 2022Photorealistic Text-to-Image Diffusion Models with Deep Language Understandingcited by 6,355
  6. 2022Scalable Diffusion Models with Transformerscited by 6,054
  7. 2022Flow Matching for Generative Modelingcited by 5,702
  8. 2022Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flowcited by 3,700
  9. 2022Elucidating the Design Space of Diffusion-Based Generative Modelscited by 3,045
  10. 2022Scaling Instruction-Finetuned Language Modelscited by 3,024
  11. 2022Prompt-to-Prompt Image Editing with Cross Attention Controlcited by 2,431
  12. 2024CogVideoX: Text-to-Video Diffusion Models with An Expert Transformercited by 2,261
24 more
  1. 2021SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equationscited by 1,937
  2. 2022Null-text Inversion for Editing Real Images using Guided Diffusion Modelscited by 1,179
  3. 2022Plug-and-Play Diffusion Features for Text-Driven Image-to-Image Translationcited by 906
  4. 2022Large-scale Contrastive Language-Audio Pretraining with Feature Fusion and Keyword-to-Caption Augmentationcited by 719
  5. 2023Simple and Controllable Music Generationcited by 488
  6. 2023MusicLM: Generating Music From Textcited by 448
  7. 2024SANA: Efficient High-Resolution Image Synthesis with Linear Diffusion Transformerscited by 340
  8. 2023Negative-prompt Inversion: Fast Image Inversion for Editing with Text-guided Diffusion Modelscited by 174
  9. 2024Semantic Image Inversion and Editing using Rectified Stochastic Differential Equationscited by 165
  10. 2024HART: Efficient Visual Generation with Hybrid Autoregressive Transformercited by 132
  11. 2024Improving the Training of Rectified Flowscited by 108
  12. 2023Music ControlNet: Multiple Time-varying Controls for Music Generationcited by 83
  13. 2023Beyond First-Order Tweedie: Solving Inverse Problems using Latent Diffusioncited by 78
  14. 2023MuseCoco: Generating Symbolic Music from Textcited by 52
  15. 2024Text-to-Image Rectified Flow as Plug-and-Play Priorscited by 38
  16. 2023M2UGen: Multi-modal Music Understanding and Generation with the Power of Large Language Modelscited by 24
  17. 2021AccoMontage: Accompaniment Arrangement via Phrase Selection and Style Transfercited by 22
  18. 2022Direct Inversion: Optimization-Free Text-Driven Real Image Editing with Diffusion Modelscited by 19
  19. 2023Content-based Controls For Music Large Language Modelingcited by 19
  20. 2024Audio Prompt Adapter: Unleashing Music Editing Abilities for Text-to-Music with Lightweight Finetuningcited by 12
  21. 2025MusicGen-Stem: Multi-stem music generation and edition through autoregressive modelingcited by 12
  22. 2025SteerMusic: Enhanced Musical Consistency for Zero-shot Text-guided and Personalized Music Editingcited by 7
  23. 2024Efficient Parallel Audio Generation using Group Masked Language Modelingcited by 5
  24. 2024A Manifold Representation of the Key in Vision Transformerscited by 2

Built on by

Not cited yet.

Similar, not cited

Close in wording, no citation either way

  1. 2025MusRec: Zero-Shot Text-to-Music Editing via Rectified Flow and Diffusion Transformers
  2. 2024MEDIC: Zero-shot Music Editing with Disentangled Inversion Control
  3. 2024Editing Music with Melody and Text: Using ControlNet for Diffusion Transformer
  4. 2026Diffusion Timbre Transfer Via Mutual Information Guided Inpainting
  5. 2025RFM-Editing: Rectified Flow Matching for Text-guided Audio Editing
  6. 2026Polyphonia: Zero-Shot Timbre Transfer in Polyphonic Music with Acoustic-Informed Attention Calibration ↗
  7. 2025MusicWeaver: Programmable Long-Form Music Generation with Provably Local Editing ↗
  8. 2026Synthesis and editing of multi-instrument audio mixtures using scalar-quantised latents with MIDI Span conditioning