Info

The Chinese University of Hong Kong

Bachelor of Engineering in Artificial Intelligence: Systems and Technologies

• GPA: 3.82/4.00, Major GPA: 3.92/4.00, Rank: 1st/39
• First Honor, ELITE Stream, Dean's List (2020 - 2024)
• Graduate-level Courses: Machine Learning Theory, Foundations of Optimization, Pattern Recognition
• Specialized Stream: Large-scale Artificial Intelligence - Theory and Systems

Safety in Multi-agent LLM System

MMLab, CUHK

• Focusing on safety and reliability in multi-agent LLM system.
• Supervised by Prof. Yue Xiangyu.

Understanding Generalization in Generative Adversarial Networks

CSE Department, CUHK

• Explored the generalization ability of GANs by evaluating the effectiveness of Inception-based metrics such as FID, KID.
• Demonstrated that Inception Features may fail to capture overfitting, highlighting the need for alternative evaluation methods without neural network reliance.
• Final Year Project supervised by Prof. Farzan Farnia.

Machine Unlearning via Continual Learning

Purdue University

• Conducted research on machine unlearning by leveraging knowledge distillation and continual learning to mitigate membership inference attacks.
• Developed efficient unlearning frameworks that preserve model utility while enhancing data privacy
• Supervised by Prof. Ninghui Li.

Evaluating and Improving Logical Reasoning Ability of LLMs

CSE Department, CUHK

• Developed the core code of the LogicAsker framework, an automated system for evaluating and improving logical reasoning in LLMs using atomic logic rules.
• Implemented fine-tuning procedures that significantly improved reasoning accuracy in LLMs.
• Supervised by Prof. Michael R. Lyu. Published at EMNLP 2024.

Continual Learning Knowledge Graph Embeddings

CSE Department, CUHK

• Developed continual learning techniques for dynamic Knowledge Graph embeddings using Elastic Weight Consolidation and edge replay sampling.
• Achieved efficient incremental updates with minimal forgetting, adaptable to any embedding method, earning the Best Project Award.
• Supervised by Prof. James Cheng.
• [GitHub] [Poster]

Tencent AI Arena Multi-Agent Competition

CUHK & Tencent

• Designed and implemented a multi-agent reinforcement learning model for 3v3 battles in Honor of Kings, emphasizing agent cooperation and reward optimization.
• Organized training strategies under resource constraints for competitive team evaluation.
• Advised by Prof. Ho-fung Leung.
• [Competition Website]

APM: Efficient Approximate Graph Pattern Matching System

CSE Department, CUHK

• Developed APM, a scalable C++ system for fast approximate graph pattern matching using neighborhood sampling.
• Designed algorithms to support general patterns with auto-optimized sampling strategies, outperforming existing methods.
• Supervised by Prof. James Cheng.
• [GitHub] [Poster]

International Collegiate Programming Contest (ICPC)

CUHK

• ICPCID
• 2022-23 Hong Kong Regional (Bronze)
• 2022-23 Shenyang Regional (Bronze)
• 2021-22 Macau Regional (Bronze)
• 2021-22 Kunming Regional (Bronze)
• Coach: Prof. Siu On Chan

Olympiad in Informatics (OI)

• OIerDb
• 2019 CCF CSP-S (First Prize)
• 2019 IOI CTSC (Bronze)
• 2019 CCF Winter Camp (Bronze)
• 2018 NOIP (First Prize)

• ELITE Stream Scholarship
• Talent Development Scholarship
• APEC Scholarship
• Gold Award for Outstanding Academic Performance
• Scholarship for Academic Excellence

• HKSAR Government Scholarship
• ELITE Stream Scholarship
• Dean's List 2022-23
• Scholarship for Academic Excellence
• Bronze Award in ICPC Regional Hong Kong Site
• Professor Charles K. Kao Research Exchange Scholarship

• Bronze Award in ICPC Regional Shenyang Site
• ELITE Stream Scholarship
• Dean's List 2021-22
• Scholarship for Academic Excellence
• Bronze Award in ICPC Regional Kunming Site
• Bronze Award in ICPC Regional Macau Site

• ELITE Stream Scholarship
• Dean's List 2020-21
• Talent Development Scholarship
• APEC Scholarship

• First Prize in CCF CSP 2019
• Second Prize in CPhO in Provinces 2019
• Second Prize in CMO in Provinces 2019
• Bronze Medal in IOI CTSC 2019
• Bronze Medal in CCF Winter Camp 2019
• First Prize in NOIP 2018