cv
This page includes my brief CV
Basics
| Name | Yuan Guo | 
| yuanguo2004@gmail.com | |
| Url | https://yguo04.github.io/ | 
| Summary | Senior undergraduate in Computer Science at Shanghai Jiao Tong University | 
Work
-  
2024.09 - 2025.08 Applied Scientist Intern
Langboat Technology
Remote applied scientist intern focusing on language model agents.
- Studied topics on Computer-Using Agents including long-horizonal compositional tasks and personalization under the supervision of Prof Ming Zhou (ACL Fellow)
 - Involved in building agentic systems for enterprise clients
 - Hosted multiple tech salons, prepared 2 patents (1 already issued) and wrote several tech blogs
 
 -  
2024.07 - present Research Intern
AI Security Lab, SJTU
Research on autonomous GUI agent and agent safety under Prof Zhuosheng Zhang.
- Studied topics about autonomous GUI agent, agent safety etc
 
 
Education
-  
2022.08 - 2026.06(expected) Shanghai, China
 -  
2019.08 - 2022.06 Ningbo, China
 
Skills
| Programming | |
| Python | |
| C/C++ | |
| Linux | |
| Shell | |
| LaTeX | |
| git | |
| RISC-V Verilog | 
| Mathematics | |
| Linear Algebra | |
| Discrete Mathematics | |
| Calculus | |
| Probability and Statistics | |
| Mathematical Foundations in Computer Science | |
| Statistical Machine Learning | 
| English | |
| TOEFL: 112/120 | |
| CET-6: 635/710 | 
| LLM | |
| LLM post-training, evaluation, LLM agent, Computer-Using Agent | 
Awards
-  2023
 -  2024, 2025
Fan-Xuji Scholarship
Shanghai Jiao Tong University
(15 excellent second-year undergraduates in SJTU)
 -  2025
Merit Student
Shanghai Jiao Tong University
 -  2025
Yongqiang Encouragement Scholarship
Shanghai Jiao Tong University
(top 30% elite students in CS department)
 -  2023, 2024
 -  2025
China Youth Science and Technology Innovation Competition
Central Committee of the Communist Youth League of China
National First Prize
 -  2025
National College Student Information Security Competition
Ministry of Education of China
National Second Prize
 
Publications
-  
2025.06 Atomic-to-Compositional Generalization for Mobile Agents with A New Benchmark and Scheduling System
arXiv preprint
Introduced a comprehensive benchmark UI-NEXUS for mobile agents on compositional tasks and proposed a scheduling system for atomic-to-compositional generalization for existing mobile (computer-using) agents.
 -  
2025.05 Universal Confidence Integration Framework for Adaptive Interaction in Computer-Using Agents
under review
A framework for blending agents for adaptive, human-in-the-loop human-agent-device co-interaction. PAMI submission.
 -  
2025.05 EVA: Red-Teaming GUI Agents via Evolving Indirect Prompt Injection
arXiv preprint
We propose EVA, a red-teaming framework for indirect prompt injection which transforms the attack into a closed-loop optimization by continuously monitoring an agent's attention distribution over the GUI and updating adversarial cues—keywords, phrasing, and layout—in response.
 -  
2024.06 BeHonest: Benchmarking Honesty of Large Language Models
arXiv preprint
In this paper, we introduce BeHonest, a pioneering benchmark specifically designed to assess honesty in LLMs comprehensively. BeHonest evaluates three essential aspects of honesty: awareness of knowledge boundaries, avoidance of deceit, and consistency of responses.
 -  
2023.11 Plan, Generate and Match: Scientific Workflow Recommendation with Large Language Models
ICSOC 2023
We propose 'Plan, Generate and Match' (PGM), a scientific workflow recommendation method leveraging LLMs. PGM consists of three stages: utilizing LLMs for planning by generating a user query, generating a structured workflow specification from Solution Steps, and using these plans and specifications to match with candidate workflows.
 
Patents
-  
2025.05.13 Model construction method, program product and storage medium for GUI agent
Patent No: CN119576470B
Status: Issued
A personalization technology for MLLM-powered GUI agents.
 
Languages
| Chinese | |
| Native speaker | 
| English | |
| Full professional proficiency |