Research & Projects

🔬 Current Research

Cooperative Multi-LLM Agents via Sequential Public Goods Games

The University of Hong Kong
Prof. Max Shen & Prof. Shaochong Lin
May 2025 - Present
Under Review at AAAI 2026

Building a game-theoretic multi-agent framework to study cooperation among LLM-based agents:

  • Sequential Public Goods Game with belief updating and conditional cooperation
  • Subgame Perfect Nash Equilibrium analysis under full vs. partial observability
  • Mechanism design for incentive alignment

Preprint: arXiv:2508.02076

💡 Past Projects

UAV Path Planning

UC Berkeley
Prof. Mark W. Mueller
Sep 2024 - May 2025

Optimizing UAV paths for agricultural data collection:

  • DARP & MST algorithms
  • Data transmission
  • Automated decision-making

Image-to-Text AI System

Independent Project
Feb 2025 - Mar 2025
GitHub →

Building a multimodal LLM pipeline to convert images (forms, handwriting) into structured text:

  • Prompt engineering and fine-tuning for Pix2Text / Pix2Struct
  • Mini Program interface; backend in progress
  • Focus on accuracy and generalizability in unstructured data

Smart City Innovation

Chongqing University
2023-2024

Analyzing Smart City Pilot Plan impact:

  • Multi-period DID model
  • 296 cities study
  • 20-year data analysis
Paper →

Yin Music Platform

Personal Project
GitHub →

Full-stack music platform:

  • Spring Boot backend
  • Vue.js frontend
  • MySQL optimization

Blood Donation System

University of Pittsburgh
Prof. Bo Zeng

Hospital transfusion simulation:

  • Simio modeling
  • Kenyan hospitals study
  • UPMC collaboration