Runguo Li

Runguo Li

Master's student in Computer Science @ NUS. Interested in LLMs, Multimodal Models, Agents and FinTech.

Hi, I’m Runguo Li (李润果) 👋

I am an incoming Master’s student in Computer Science at the National University of Singapore (NUS) (2026.8 – 2028.7), graduating from Shanghai University of Finance and Economics (SUFE) with a B.S. in Business Analytics.

My research and engineering interests center on Large Language Models (LLMs), Multimodal Representation Learning, AI Agents, and their applications in Finance & Content Safety. I enjoy bridging cutting-edge model research with real-world industrial systems.

I am currently working with the Tencent Youtu AI Lab on LLM safety and multimodal research, with the SUFE FinAI Center (advised by Prof. Liwen Zhang, 张立文) on financial reasoning and agent safety, with Shanghai Jiao Tong University (advised by Prof. Xiaodong Gu, 顾小东) on LLM for Code, and with the Head Office of ICBC (Private Banking Department) on scientist-discovery agents.

Research Interests

  • Large Language Models — SFT / GRPO / PPO, reasoning, distillation, alignment
  • Multimodal Models — vision–language–video embeddings, retrieval, fusion
  • AI Agents & RAG — tool use, planning, agent benchmarks for finance
  • AI for Finance — financial reasoning, agent safety, knowledge graphs
  • Content Safety — multi-label moderation, low-resource & few-shot detection

Selected Highlights

  • 📝 FinVault — Benchmarking Financial Agent Safety in Execution-Grounded Environments — co-author, submitted to EMNLP 2026. arXiv:2601.07853
  • 🛠️ ARH (AI Research Helper) — open-source CLI-first research assistant agent with tool use, three-layer memory, skill self-learning and multi-LLM fallback. github.com/LiRunGuo/Arhelper

News

  • 2026.08 — Will join the National University of Singapore for the Master’s program in Computer Science.
  • 2026.05 — Launched this personal homepage at runguoli.com. 🎉
  • 2026.03 — Joined Shanghai Jiao Tong University as a research intern (LLM for Code, advised by Prof. Xiaodong Gu).
  • 2026.04 — FinVault submitted to EMNLP 2026.
  • 2026.01 — Started working with the Head Office of ICBC on scientist-discovery agents.

  • 2025.10 — Joined Tencent Youtu AI Lab as a research intern.

中文简介 (Chinese)

我是李润果，本科毕业于上海财经大学商务分析专业，将于 2026 年 8 月赴新加坡国立大学攻读计算机科学硕士学位（2026.8 – 2028.7）。

我专注于大语言模型、多模态表征学习、AI Agent 以及它们在金融科技与内容安全领域的应用。目前在腾讯优图实验室、上财财经 AI 中心（导师：张立文 教授）、上海交通大学（导师：顾小东 教授，方向 LLM for Code）、中国工商银行总行私人银行部进行研究与实习工作。

代表性工作：学术论文 FinVault（金融 Agent 安全基准）作为共同作者投稿至 EMNLP 2026（arXiv:2601.07853）；开源项目 ARH（AI 科研辅助 Agent）——github.com/LiRunGuo/Arhelper。

如需联系，欢迎邮件：li19107254665@gmail.com。

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