Learning to Foresee: Unveiling the Unlocking Efficiency of On-Policy Distillation. - Yuchen Cai; Ding Cao; Liang Lin; Chunxi Luo; Xin Xu 001; Kai Yang; Weijie Liu; Saiyong Yang; Tianxiang Zhao 008; Guangzhong Sun; Guiquan Liu; Junfeng Fang (CoRR, 2026)

EchoDistill:Alignment Noisy-to-Clean Self-Distillation for Robust Audio LLMs. - Liang Lin; Chunxi Luo; Kaiwen Luo; Jie Zhang 073; Jin Wang; Yuanhe Zhang; Yuchen Cai; Qiankun Li; Gongli Xi; Zhenhong Zhou; Kun Wang 056; Junhao Dong 001 (CoRR, 2026)