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cs.CL2026
PA1-OPD: One-Step Prefix-Augmented On-Policy Distillation for Language Model Pretraining
Zhenhe Wu, Jian Yang, Yaping Jin +3
Knowledge distillation (KD) improves language-model pretraining by matching teacher distributions at corpus prefixes, but provides no direct supervision at contexts induced by stud…
cs.SD2026
HybridSB-MoE: Dual-Domain Schrödinger Bridges with Scene-Adaptive Expert Routing for Speech Enhancement
Zhengyi Lu, Aswini Sivakumar, Jie Hu +1
Generative speech enhancement faces three gaps: spectral models capture harmonic structure but often disrupt phase, waveform models preserve phase but miss harmonics, and Schröding…