Chenyou Guo

Academic Homepage

Chenyou Guo 郭宸佑

Undergraduate Student, Ocean University of China

I am a first-year undergraduate student in Computational Physics at Ocean University of China. My research interests include domain-specific large language models, AI for Science, computer vision, high-performance computing, and research infrastructure.

About

Research profile

I am interested in building intelligent systems that can reason over scientific domains. My current work focuses on domain adaptation, expert-level evaluation, and robust multimodal reasoning. I also enjoy the engineering side of research, including Linux environments, multi-GPU scheduling, reproducible experiments, and clean technical writing.

Domain-Specific LLMs AI for Science Computer Vision HPC AI Infrastructure
News

News and highlights

Jun 2026 Geo-Expert was accepted by the ICML 2026 AI for Science Workshop.
May 2026 Motif Matching with Structure-Semantic Signatures was submitted to NeurIPS 2026.
2026 Two national invention patents filed and currently under review.
Research

Selected research and projects

Geo-Expert

Geo-Expert: Expert-Level Geological Reasoning via Parameter-Efficient Fine-Tuning

Chenyou Guo · ICML 2026 AI for Science Workshop

We present Geo-Expert, a parameter-efficient geological LLM framework, and establish Geo-Eval, a benchmark for geological reasoning.

Accepted
Motif Matching

Motif Matching with Structure-Semantic Signatures for Robust CLIP Test-Time Adaptation

Second Author · First Student · NeurIPS 2026

Motif-based reasoning enhances test-time adaptation by integrating semantic and structural information for robust out-of-distribution and cross-domain generalization.

Under Review
Pattern Recognition

Additional research manuscript under review

Third Author · Pattern Recognition

One additional paper is currently under review at Pattern Recognition.

Under Review
Education

Academic training

Ocean University of China

Sep 2025 - Present

GPA: 3.92 / 4.00, equivalent to 94.93 / 100

  • Intro Analog Electronics: 100 / 100
  • Mechanics Physical Simulations: 99 / 100
  • Academic English I: 95 / 100
Experience

Research experience

Geo-Expert Project

Nov 2025 - May 2026

Led a domain-specific LLM project for expert-level geological reasoning, including framework design, benchmark construction, and experimental iteration.

Motif Matching Project

Dec 2025 - May 2026

Contributed to a robust CLIP test-time adaptation method using structure-semantic signatures for out-of-distribution and cross-domain generalization.

Skills

Technical skills

  • Programming and frameworks: Python, PyTorch, MATLAB
  • Engineering: Linux server deployment, multi-GPU computing resource scheduling
  • Research tools: LaTeX, Microsoft Office, benchmark design, technical writing
  • Workflow: Vibe Coding Workflow, collaborative documentation, experiment organization