mathematical reasoning 1on-policy distillation 1prefix failure mitigation 1teacher-student models 1trajectory relaying 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.CL2026
Pass the Baton: Trajectory-Relayed On-Policy Distillation
Haolei Xu, Xiaowen Xu, Haiwen Hong +5
The paper proposes Relay On-Policy Distillation (Relay-OPD), a method that lets a teacher model temporarily take over a student’s generation when a wrong reasoning prefix is detect…
cs.CL2026
Yuvion LLM: An Adversarially-Aware Large Language Model for Content And AI Safety
Ting Ma, Xiufeng Huang, Benlei Cui +43
As large language models are increasingly deployed in real-world systems, safety failures can still lead to harmful outputs and dangerous misuse. We argue that the essence of safet…
cs.CV2026
Yuvion VL: A Multimodal Foundation Model for Adversarial Content and AI Safety
Shikai Qiu, Xiaowen Xu, Benlei Cui +55
General-purpose models often struggle to reliably identify and understand real-world multimodal risks, largely due to the inherent multimodal adversarial nature of content and AI s…