Author

Heng Huang

3 papers indexed here

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Preprint Oct 2026

RoleFlow: Self-Evolving Multi-Role Agentic Collaboration via Structural Adaptation

Large language model (LLM) based multi-agent systems often rely on predefined collaboration structures, limiting their adaptability to evolving task requirements. Although recent approaches enable dynamic orchestration, trajectory-level rewards they apply assign one outcome to each decision, ofen struggling to identify...

Yi-Rou Ge, Pan Wang, Xue-Hao Cui et al. · 0 citations

#natural language process... Preprint Sep 2026

Dream-RSI: Recursive Self-Improvement through Evolving Worlds

A lightweight orchestration layer makes exploration explicit and programmable while leaving the underlying base agent unchanged, and a key insight is that accumulated discovery history can act as a replay simulator over the realized search space.

Tong Zheng, Xidong Wu, Zheng Zhang et al. · 13 citations

Preprint Aug 2026

Rubrics as Visual-Repair Context for Self-Evolving UI-to-Code Generation

Evaluations demonstrate that RubSE substantially outperforms na\"ive self-evolution in final-round and best-round settings, achieving more stable refinement trajectories and a higher trajectory-level performance ceiling.

Tianyi Xiong, Zhengyuan Yang, Xiaofei Wang et al. · 2 citations