B.Sc

Visiting Student

McGill University

Bachelor of Science (Hons)

Hong Kong Baptist University

Research Assistant

Dept. of Computer Science, HKBU

Analyzed gradient-manifold alignment in model inversion attacks and supported NeurIPS 2025 experiments.

Research Assistant

Dept. of Computer Science, HKBU

Studied optimization instability and name-image matching issues in multimodal model evaluation.

Undergraduate Research Project

Dept. of Computer Science, HKBU

Developed a final-year thesis framework for robust training with OOD detection and confidence calibration.

Undergraduate Research Assistant

Research Office, HKBU

Studied shortcut learning in robust training and ran summer research experiments in the TMLR group.

Student Research Assistant

Dept. of Computer Science, HKBU

Implemented experiments for pseudo-private data guided model inversion, contributing to a NeurIPS 2024 paper.

Research Assistant

Dept. of Computer Science, HKBU

Surveyed model inversion attacks and defenses, contributing to an undergraduate research survey.

Student Helper

Dept. of Computer Science, HKBU

Tutored COMP1005 students in Python programming and computational thinking.

Student Helper

Dept. of Computer Science, HKBU

Supported COMP1005 and COMP2016 tutorials on Python, Java, SQL, and databases.

Student Helper

Dept. of Computer Science, HKBU

Tutored COMP1005 students in Python programming and computational thinking.

Peer Mentor 2023

Hong Kong Baptist University

Mentored first-year students on academic adjustment and university life.

Mental Health First Aid Faculty Captain

Faculty of Science, HKBU

Supported Science students with mental health first-aid guidance and referrals.

Peer Tutor

Dept. of Computer Science, HKBU

Tutored junior CS students and advised them on coursework and academic planning.

Peer Mentor 2022

Hong Kong Baptist University

Mentored first-year students on academic adjustment and university life.

EDPS Innovative Scholarship Program

EDPS Systems Ltd.

HKD 20,000; Hong Kong regional level; 20 recipients.

HKSAR Reaching Out Award (ROA)

Education Bureau of HKSAR

HKD 10,000; Hong Kong regional level.

MI Asia Award

Magazines International (Asia) Ltd. & HKBU

Hong Kong regional award.

Outstanding ASMPT Technology Award

ASMPT Holdings Hong Kong Limited

HKD 5,000; Hong Kong regional level; 8 recipients.

Zih Chi Wen Memorial Scholarship

Hong Kong Baptist University

HKD 20,000; university level; 6 recipients.

Undergraduate Research Programme Scholarship (UGRP)

Dept. of Computer Science, HKBU

HKD 8,000; department level; 4 recipients.

Study Abroad Programme to McGill University Full Scholarship

Dept. of Computer Science, HKBU

HKD 100,000; department level; 1 recipient.

Concentration Award in CST

Dept. of Computer Science, HKBU

HKD 1,000; department level; 6 recipients.

Vincent Woo Scholarship Scheme for Outstanding Mainland Students

Hong Kong Baptist University

HKD 10,000; university level; 4-5 recipients.

Outstanding Student Scholarship

Dept. of Computer Science, HKBU

HKD 6,000; department level; 8 recipients.

Summer Undergraduate Research Fellowship (SURF)

Dept. of Computer Science, HKBU

HKD 8,000; department level; 6 recipients.

Undergraduate Scholarship in Computer Science

Dept. of Computer Science, HKBU

HKD 12,000; department level; 13 recipients.

Generative Model Inversion Through the Lens of the Manifold Hypothesis

NeurIPS 2025

Analyzed model inversion through the manifold hypothesis and gradient-manifold alignment.

Pseudo-Private Data Guided Model Inversion Attacks

NeurIPS 2024

Contributed experiment code and repository maintenance for a NeurIPS 2024 model inversion paper.

Model Inversion Attacks: A Survey of Approaches and Countermeasures

arXiv preprint arXiv:2411.10023

Surveyed model inversion attacks and defenses across threat models, evaluation protocols, and countermeasures.

Single-Step Diffusion Model-Based Generative Model Inversion Attacks

Submitted to ICLR 2025

Studied diffusion-based model inversion using a single-step generator distilled from pretrained diffusion models.