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cs.SD2026
Latent Fourier Transform
Mason Wang, Cheng-Zhi Anna Huang
We introduce the Latent Fourier Transform (LatentFT), a framework that provides novel frequency-domain controls for generative music models. LatentFT combines a diffusion autoencod…
cs.SD2026
Stemphonic: All-at-once Flexible Multi-stem Music Generation
Shih-Lun Wu, Ge Zhu, Juan-Pablo Caceres +2
Music stem generation, the task of producing musically-synchronized and isolated instrument audio clips, offers the potential of greater user control and better alignment with musi…
cs.SD2025
MIDI-LLM: Improving Text-to-MIDI Music Generation via Adapting Large Language Models
Shih-Lun Wu, Dave Carlton, Ryan Miyakawa +3
We present MIDI-LLM, a recipe that improves multitrack text-to-MIDI generation via adapting Large Language Models (LLMs). MIDI-LLM expands an LLM's text vocabulary to include MIDI…