Hello everyone, my name is Xiuming Liu (刘修铭, in Chinese). I am currently an intern at Ant Research under Ant Group. I was also an undergraduate student majoring in information security at College of Cryptology and Cyber Science, Nankai University. In September this year, I will enter Shanghai Jiao Tong University to pursue a master’s degree (2025.09 - 2028.04), and my supervisor is Associate Professor Shuo Wang and Assistant Researcher Chaoxiang He.
I have organized the lab materials for the Information Security major courses at Nankai University, as well as the lecture notes and past exam papers for theoretical courses. Detailed content can be found at Baidu Cloud.
My primary research interests lie in the areas of security for single-modal and multi-modal large models, multi-agent collaborative systems and their security, as well as the interpretability of artificial intelligence.
My research aims to build safe, reliable, and transparent AI systems, with the goal of creating a more trustworthy AI environment that addresses pressing societal needs in privacy protection, decision-making transparency, and system robustness.
You can contact me via the following emails:
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lxmliu2002 [at] 126.com
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lxmliu2002 [at] gmail.com
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lxmliu2002 [at] mail.nankai.edu.cn
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liuxiuming.lxm [at] antgroup.com
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lxmliu2002 [at] sjtu.edu.cn
🔥 News
2025.08: 🎉🎉 After communicating with GitHub’s support team for a full month, the website has finally been restored!
2025.08: 🎉🎉 I have organized the lab materials for the Information Security major courses at Nankai University, as well as the lecture notes and past exam papers for theoretical courses. Detailed content can be found at Baidu Cloud.
2025.07: 🎉🎉 Our case study on “Multimodal Large Models Empowering Early Screening and Accurate Diagnosis of Serious Diseases” was awarded the “Al & SDGs: Top 10 Beacon Initiatives” at the 2025 World Artificial Intelligence Conference.
2025.06: 🎉🎉 I joined Ant Group’s Cryptology Lab as an intern.
2025.06: 🎉🎉 I obtained a Bachelor of Engineering degree from Nankai University.
⚙️ Projects
“Mingqi” Medical Imaging Large Model Matrix
Subproject Leader Dec 2024 – Present
- Multi-granularity features + domain-specific LLM → endoscopic reports with >20% higher semantic similarity.
- Enhanced cross-modal image-text retrieval via fine-tuned PMC-CLIP, achieving precise case matching with >30% higher accuracy.
- Built 20-hr Mandarin medical speech corpus (via voice cloning), reducing ASR false positive rate by >20%.
- Recognized as one of the Top 10 AI Application Scenarios at the 2nd Belt and Road Sci-Tech Exchange Conference; awarded Top 10 Outstanding Cases of AI for Sustainable Development.

ArXivToday-Lark: Automated arXiv Paper Delivery for Lark Teams
Key Team Member Mar 2025 – Mar 2025
- Developed a lightweight automation tool that fetches the latest arXiv papers daily and delivers them directly to Lark group chats via a custom bot, streamlining research discovery for academic teams.
- Features include scheduled fetching, customizable topic filters, LLM-powered paper summarization and translation, and influence prediction (in development).
- Designed for extensibility—supports integration with other messaging platforms and backend enhancements for intelligent paper recommendation.

T2I-Fuzzer: Jailbreaking Text-to-Image Large Models via Hybrid Strategies
Key Team Member Sep 2024 – Oct 2024
- Designed multi-level attack strategies to expose vulnerabilities in T2I models, optimizing adversarial efficacy from a zero-sum game perspective.
- Implemented a unified attack and evaluation framework, enabling efficient and stealthy rewriting of harmful prompts to bypass safety filters in T2I systems.
- Participated in the overall framework design and conducted testing of attack schemes such as adversarial captioning; built an attack knowledge base and implemented automatic prompt sanitization.

Web3_MLM: Intelligent Reverse Analysis for Solidity Smart Contracts
Team Member Jan 2024 – Apr 2024
- Supervisor: Chao Zhang, Associate Professor, Tenured, Deputy Director of Institute for Network Sciences, Tsinghua University
- Web3_MLM is a subset of the MLM project, providing an intelligent reverse analysis solution for Solidity smart contracts.
- Constructed a high-quality, comprehensive dataset containing Solidity source code, assembly code, and bytecode; performed data augmentation and aligned data formats at both contract-level and function-level granularity.

RMDB: Database Management System for the National Contest on System Capacity
Key Team Member May 2024 – Aug 2024
- Enhanced a database management system within a given framework to support MySQL-like SQL functionalities.
- Implemented storage management module, contributing to over 35% of the team's completed tasks in the preliminary round.
- Participated in optimizing the
COUNT(*)
etc. query, achieving approximately 10% performance improvement.

Team Header Oct 2023 – Jan 2024
- Developed a compiler from SysY (educational language) to ARM assembly in C++, covering full compilation pipeline.
- Implemented lexing (Flex), parsing (Yacc), backpatching-based control flow translation, and optimizations (CSE, DCE).

Python Code Completion System Based on Neo4j Graph Database
Team Member Jul 2023 – Aug 2023
- Developed a context-aware Python code completion system using Neo4j as a graph database to infer variable types, addressing the lack of built-in type hinting in standard Python interpreters.
- Responsible for syntactic analysis of input code and querying the graph database; implemented path traversal logic to retrieve successor nodes, perform type inference, and return results to the frontend.
- Designed with extensibility in mind—can be adapted into a VS Code extension for real-time intelligent code suggestions.

JingZhiYao: A Blockchain-Based Scheme for Precise Rumor Refutation and Traceability
Team Member May 2023 – Jul 2023
- Designed a cross-platform rumor governance scheme leveraging blockchain technology, aiming to optimize key stages in rumor management including rumor identification, precise refutation, and traceability for accountability.
- Responsible for the design and implementation of the database, as well as backend database integration; achieved secure data upload, encryption, storage, and smart contract-based retrieval for message matching, verification, and filtering, supporting information traceability and evidence preservation.

Zouma: A C++ Graphical Game with Winter Olympics Theme
Course Project Apr 2022 – May 2022
- Developed a Zouma-style puzzle game in C++ using the EasyX graphics library, featuring a custom game loop, path-based ball movement, and interactive cannon control with real-time mouse tracking.
- Implemented core mechanics including ball trajectory generation (via linear interpolation of key points), collision detection, ball elimination logic, and dynamic visual effects (e.g., rotating "Bing Dwen Dwen" character).
- Integrated background music and sound effects using Windows MCI API; designed start screen, win/loss detection, and smooth transitions between game states.
- Awarded **2nd place in class** for creativity, code quality, and user experience in the course project evaluation.
🎖 Honors and Awards
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2025.07: 🎖 Top 10 Outstanding Cases of AI for Sustainable Development,Awarded to the Mingqi team at the 2nd Belt and Road Sci-Tech Exchange Conference
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2025.06: 🎖 Outstanding Student Party Member of Nankai University
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2025.06: 🎖 Head of Red Flag Party Branch of Nankai University
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2025.05: 💰 Zhou Enlai Scholarship (the highest scholarship of Nankai University)
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2025.04: 💰 First Prize of Yun’an Cryptography Innovation Scholarship
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2024.12: 💰 National Scholarship (Top 1%)
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2024.12: 🎖 Outstanding Student of Nankai University
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2024.12: 💰 Ninety-five Core Scholarship, Nankai University (10 Students in Nankai University)
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2024.12: 🎖 Outstanding Student Cadre of Tianjin
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2024.08: 🏆 Third Prize of National College Students’ Computer System Ability Competition
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2024.06: 🎖 Head of the “I Do Practical Things for My Classmates” Excellent Project of the All-China Students’ Federation
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2023.11: 🏆 Second Prize of the Tianjin Division of the National College Students’ Mathematical Modeling Competition
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2022.12: 💰 National Scholarship (Top 1%)
📖 Educations
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2021.09 - 2025.06, College of Cryptology and Cyber Science, Nankai University
- Bachelor of Information Security, Ranked 1st in the grade
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2025.09 - Present, College of Cyber Science, Shanghai Jiao Tong University
- Master of Electronic Information
- Lab: Laboratory of Cryptography and Computer Security (LoCCS), Supervisor: Shuo Wang
💻 Internships
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2025.06 - 2025.09 (now), Ant Group, Hangzhou, China.
- Lab: Cryptology Lab, Supervisor: Zhicong Huang
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2025.01 - 2025.06, Wuxi Blockchain Advanced Research Center, Wuxi, China.
- Lab: Artificial Intelligence and Data Security Lab, Supervisor: Shuo Wang, Chaoxiang He
🪽 Beyond Academics
I like music, billiards, traveling and badminton. At the same time, I am also keen to try various positions of student work. I am a warm-hearted person. If you encounter any problems, you can always come to me and I will do my best to help you.


