MULTIMODAL LEARNING · ROBUST VISUAL PERCEPTION多模态学习 · 鲁棒视觉感知
Ph.D. student · University of Macau博士研究生 · 澳门大学
I am a Ph.D. student at the Faculty of Science and Technology, University of Macau, supervised by Prof. Chi-Man Pun. I received my B.S. in Software Engineering from Southwest University in 2023.
My research focuses on multimodal learning and robust visual perception, with an emphasis on uncertainty modeling, semi-supervised learning, and test-time adaptation. I study how to combine complementary information and adapt models when labels are scarce or data distributions change. My recent work spans online 3D reconstruction, cross-modal retrieval, medical image segmentation, and multimodal knowledge graph completion.
我目前在澳门大学科技学院攻读博士学位，导师为 Chi-Man Pun 教授。2023 年，我于西南大学获得软件工程学士学位。
我的研究聚焦于多模态学习与鲁棒视觉感知，重点探索不确定性建模、半监督学习和测试时适应。我关注如何融合互补信息，并在标注有限或数据分布变化时提升模型的可靠性与适应能力。近期工作涵盖在线三维重建、跨模态检索、医学图像分割和多模态知识图谱补全。
01 / UPDATES
Our paper was accepted:论文录用： Dual Uncertainty-Aware Guidance for Test-Time Visual Retrieval Under Distributional Variations.
Our paper was accepted:论文录用： BAT3R: Robust Online 3D Reconstruction with Bayesian Adaptive State Updates.
Our paper was accepted:论文录用： Complementarity-driven Representation Learning for Multi-modal Knowledge Graph Completion.
Our paper was accepted:论文录用： Your Inference Request Will Become a Black Box: Confidential Inference for Cloud-based Large Language Models.
Our paper was accepted:论文录用： Consensus-Guided Multi-Match Adaptation With Uncertainty-Calibrated Thresholding for Test-Time Cross-Modal Retrieval.
Our paper was accepted:论文录用： Evidential Prototype Learning for Semi-supervised Medical Image Segmentation.
Our paper was accepted:论文录用： Co-evidential fusion with information volume for semi-supervised medical image segmentation.
Our paper was accepted:论文录用： An Adaptive Framework for Multi-View Clustering Leveraging Conditional Entropy Optimization.
Our paper was accepted:论文录用： Mutual Evidential Deep Learning for Semi-supervised Medical Image Segmentation.
02 / COMMUNITY
Reviewer for journals and conferences.期刊与国际会议审稿人。
Pattern Recognition
IEEE Transactions on Neural Networks and Learning Systems
03 / RESEARCH
IEEE Transactions on Pattern Analysis and Machine Intelligence · 2026
Uncertainty-aware guidance improves test-time visual retrieval by calibrating pseudo-matches and adaptation strength under distribution shifts.
Advances in Neural Information Processing Systems · 2026
A training-free Bayesian adaptation framework stabilizes streaming 3D reconstruction through state innovation gating and adaptive state updates.
Annual Meeting of the Association for Computational Linguistics · 2026
Talaria protects prompts and responses during cloud-based LLM inference using a confidential virtual machine and reversible masking.
IEEE International Conference on Acoustics, Speech and Signal Processing · 2025
An adaptive framework uses conditional entropy optimization to learn from complementary views in clustering.
04 / FUNDED RESEARCH
Participant项目参与人
Participant项目参与人
Participant项目参与人
05 / BACKGROUND
Ph.D. student · Faculty of Science and Technology博士研究生 · 科技学院
Advisor: Prof. Chi-Man Pun导师：Chi-Man Pun 教授
B.S. · Software Engineering学士 · 软件工程
Research Intern科研实习