الباحثون

Jionghao Zhu

المنشورات 2

نسخة أولية وصول مفتوح

How Should Teachers Be Prepared? RL on Student-Induced States for On-Policy Distillation

Xiaoyu Ma, Haoyue Liu, Zhichao Wang وآخرون · 2026

On-policy distillation (OPD) improves the reasoning capabilities of small language models through token-level teacher supervision on student-generated trajectories. Yet can teachers that excel at solving problems independently also guide student reasoning effectively? Prior work shows that when student prefixes follow …

نسخة أولية وصول مفتوح

EvoSteer: Online Self-Evolving Graph Orchestration via Reference-Anchored Credit Assignment

Mingda Zhang, Hanwen Zhang, Qiang Huang وآخرون · 2026

In recent years, LLM-based multi-agent systems have been widely applied to orchestrate tool-using agents into executable communication graphs. However, existing self-evolving orchestration still faces key challenges, including post-hoc evolution that revises the team only after the trajectory ends, credit diffusion tha …

المؤلفون المشاركون