Author

Taylor Berg-Kirkpatrick

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Preprint Oct 2026

TASTE: Taxonomy-Aware Symbolic Piano Generation from Textual Description

Text-conditioned symbolic music generation has attracted growing interest with the development of generative models. Yet two questions remain underexplored: what aspects of music the conditioning text should describe, and how the corresponding data should be collected and trained to improve controllability and text-mus...

Ming-Yang Yao, Jing-Yue Huang, Ke Chen et al. · 0 citations

#machine learning Preprint Aug 2026

Equilibrium Forcing: Adaptive Video Generation Without Noise Conditioning

Equilibrium Forcing is introduced, a simplified framework for video denoising generative models without noise level conditioning that pioneers modular training- and inference-time designs for noise-unconditional generation that decouple learning the denoising field from sampling.

H. Lillemark, Alex Rojas, Zachary Novack et al. · 0 citations