Author

Yu Huang

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#artificial intelligence Jul 2025

AsyncFlow: An Asynchronous Streaming RL Framework for Efficient LLM Post-Training

The architecture presented in this work provides actionable insights for designing next-generation RL training systems, and introduces a distributed data storage and transfer module that provides panoramic data management and fine-grained scheduling capabilities in a fully streamed manner.

Zhenyu Han, Ansheng You, Haibo Wang et al. · arXiv.org · 49 citations · ⚡8

Preprint Aug 2026

Towards Understanding On-Policy Distillation through the Lens of Test-Time Scaling

It is observed that OPD-trained models maintain superior avg@K performance across sampling budgets, while the advantage in pass@K gradually shifts to the pre-OPD base models as K increases, suggesting that OPD primarily improves sampling efficiency rather than consistently expanding the student's reasoning capability b...

Xinmu Ge, Zi-Zhuo Zhang, Yu Huang et al. · 5 citations · ⚡1