About

Hey, I am Zhuoran Pan, currently Master Student at Peking University (PKU). I am advised by Prof. Zhong Chen. Previously, I received Bachelor of Computer Science and Technology at Beihang University (BUAA). My research interests include LLM Safety, Deep Learning, and Blockchain. I am open to collaborations and discussions.

News

• • Started M.S. study at Infosec Laboratory, Peking University.Sep 2025
• • Graduated from Beihang University.Jun 2025
• • Co-first-author work on knowledge-driven jailbreak attacks was published at SIGKDD 2025.Feb 2025
• • Completed Beihang-Huawei Joint Lab project on BiSheng compiler fuzz testing; identified multiple compiler defects.Oct 2024
• • Completed collaboration with Tsinghua NISL Lab and Tencent on malicious domain threat intelligence ranking.Jul 2024

Selected Publications

• Intent2Tx: Benchmarking LLMs for Translating Natural Language Intents into Ethereum Transactions

  Zhuoran Pan, Yue Li, Zhi Guan, Jianbin Hu, Zhong Chen | NeurIPS (Under Review) | 2026

• OMNIINTENT: A Trusted Intent-Centric Framework for User-Friendly Web3

  Zhuoran Pan, Yue Li, Zhi Guan, Jianbin Hu, Zhong Chen | MIDDLEWARE (Under Review) | 2026

• Knowledge-to-jailbreak: Investigating knowledge-driven jailbreaking attacks for large language models

  Shangqing Tu, Zhuoran Pan, Wenxuan Wang, Zhexin Zhang, Yuliang Sun, Jifan Yu, Hongning Wang, Lei Hou, Juanzi Li | SIGKDD | 2025

"Love all, trust a few, do wrong to none."

Education Experiences

• Peking University (PKU)
  Master of Computer Science and Technology
  2025.09 - Present
• Beihang University (BUAA)
  Bachelor of Computer Science and Technology
  2021.09 - 2025.06

Honors and Awards

• • Outstanding Graduate of Beihang University 2025
• • Meritorious Winner (M), MCM/ICM 2024
• • National 2nd Prize, Computer System Development Capability Competition (Compiler Design) 2023
• • National Scholarship 2022, 2024
• • Grand Prize for Academic Excellence 2022, 2024
• • First Prize for Academic Competition Scholarship 2022, 2023, 2024

Projects and Services

• Beihang-Huawei Joint Lab Collaboration (Huawei BiSheng Compiler)
  Core contributor for fuzzing-based compiler testing, led optimization-module testing, designed 10+ mutation strategies, and helped identify 3 defects.
• Tsinghua NISL Lab x Tencent Collaboration (Threat Intelligence)
  Worked on malicious domain ranking and threat intelligence prioritization, including data acquisition, algorithm reproduction, and scorecard-based maliciousness evaluation.
• Tsinghua KEG Lab x Zhipu AI Collaboration (LLM Safety)
  Co-first author on knowledge-based jailbreak monitoring for LLMs (published at SIGKDD 2025).