Author

Shuyan Huang

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#natural language process... May 2026

Who Am I? History-Aware Profiles for Student Simulation in Tutoring Dialogues

This work proposes a two-component framework in which a profile generator summarizes a student's history and a simulator predicts student turns conditioned on the resulting profile, which trains both components with reinforcement learning (RL), yielding profiles optimized for faithful student simulation.

Zhangqi Duan, Shuyan Huang, Alexander Scarlatos et al. · arXiv.org · 0 citations

Preprint Aug 2026

Do Personalized Skills Help Coding Agents? An Empirical Study of Developer Interaction Histories

This work proposes a framework for extracting reusable developer preferences from interaction traces, generates personalized skills through rule-based bootstrapping and evidence-grounded refinement, and evaluates them using a reproducible replay framework with an interactive, trajectory-conditioned LLM-based human deve...

Shuyan Huang, Kai Du, Andrew S. Lan · 3 citations · ⚡2