Junyu Dai

2 articles on SOTA Papers

Full-Context Rendering Reduces Music Codec Exposure Bias

FullDiT conditions a diffusion transformer on imperfect eight-stream codec plans, lyrics, and captions, improving ViSQOL by 0.77 under synthetic corruption.

Aug 12, 20264 min2608.08787

Unified Diffusion Audio Improves Structured Scene Control

A DiT conditioned on structured temporal records generates 48 kHz stereo mixtures through 25 Hz VAE latents, raising rich-timeline mIoU to 43.73 from 38.48.

Aug 1, 20265 min2607.27011