2 papers
cs.CV2026
MixiMotion: One-Step Text-to-Motion Generation via Asymmetric Set Distillation
Hung Dinh, Binh Mai, Tran Quoc Bao Le +2
Iterative text-to-motion generation delivers high-quality and semantically aligned motions but requires multiple network evaluations, resulting in substantial inference latency. We…
cs.SD2026
SwiftAudio: Data-Efficient Caption-Only Distillation for One-Step Text-to-Audio Diffusion-based Generation
Binh Mai, Tran Quoc Bao Le, Hung Dinh +1
Diffusion-based text-to-audio (TTA) models achieve impressive synthesis quality but suffer from high inference latency due to iterative multi-step denoising. Existing one-step appr…