Author

Zhiyuan Fan

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Preprint Sep 2026

TemplateCraft: Agentic Visual Template Generation

The growing popularity of short videos has driven demand for one-click content creation. Visual templates turn uploaded images into personalized content with preset effects, but reusable template generation still requires substantial manual effort in asset preparation and tool orchestration. We propose TemplateCraft, a...

Hong-Jie Yu, Zhi-Yuan Fan, Yu-Zhe Zhang et al. · 0 citations

#natural language process... Preprint Mar 2026

Code2Math: Can Your Code Agent Evolve Math Problems Through Exploration?

This work introduces a multi-agent framework designed to perform problem evolution while validating the solvability and increased difficulty of the generated problems, and provides empirical evidence that code-driven agents can serve as a viable mechanism for synthesizing high-difficulty mathematical reasoning problems...

Dadi Guo, Yue-Jin Xie, Qing-Yu Liu et al. · 0 citations

#artificial intelligence Preprint Aug 2026

Evaluating the Hidden Costs of Personalization in Large Language Models

PRISK is proposed, a dynamic evaluation framework with automated data generation and tailored metrics that uncovers systematic limitations in current LLM personalization and how personalized information shapes its responses.

Yumeng Wang, Yu-Chen Wu, Cheng Qian et al. · 0 citations