I am currently a M.S. student in Tianjin Key Laboratory of Visual Computing and Intelligent Perception (VCIP) and Media Computing Lab (MCLab) at the College of Computer Science, Nankai University, supervised by Prof. Xialei Liu. Prior to this, I received my bachelor’s degree from College of Cyberspace Security, Nankai University.
My current research interests lie in enhancing models’ adaptability to complex, real-world environments and empowering them with human-like capabilities for lifelong knowledge acquisition. Specifically, my research focuses on:
- Continual Learning: Continuously expanding the boundaries of model capabilities across sequential tasks while overcoming the catastrophic forgetting of previously acquired knowledge.
- Self-evolving Agent: Enabling agents and foundation models to summarize experiences and evolve within their environments, achieved through memory mechanisms and representation learning.
If you’re interested in my research or have any research-related questions, please feel free to contact me via email at luhaori [at] mail.nankai.edu.cn or luhaori2001 [at] gmail.com.
📝 Publications
Haori Lu, Xusheng Cao, Linlan Huang, Enguang Wang, Fei Yang, Xialei Liu
Bridging Inter-task Gap of Continual Self-supervised Learning with External Data
Haori Lu, Xusheng Cao, Linlan Huang, Enguang Wang, Fei Yang, Xialei Liu
Knowledge Graph Enhanced Generative Multi-modal Models for Class-Incremental Learning
Xusheng Cao, Haori Lu, Linlan Huang, Fei Yang, Xialei Liu, Ming-Ming Cheng
Mind the Gap: Preserving and Compensating for the Modality Gap in CLIP-based Continual Learning
Linlan Huang, Xusheng Cao, Haori Lu, Yifan Meng, Fei Yang, Xialei Liu
Class Incremental Learning for Image Classification with Out-of-Distribution Task Identification
Xusheng Cao, Haori Lu, Xialei Liu, Ming-Ming Cheng
Class-Incremental Learning with CLIP: Adaptive Representation Adjustment and Parameter Fusion
Linlan Huang, Xusheng Cao, Haori Lu, Xialei Liu
Generative Multi-modal Models are Good Class Incremental Learners
Xusheng Cao, Haori Lu, Linlan Huang, Xialei Liu, Ming-Ming Cheng
🎖 Honors and Awards
- 2024.01 Champaign of 2nd Greater Bay Area International Algorithm Case Competition – Continual Learning Track
📖 Educations
- 2023.09 - 2026.06 (now), M.S. in Computer Technology, Nankai University, Tianjin, China.
- 2019.09 - 2023.06, B.S. in Information Security and Law, Nankai University, Tianjin, China.
💻 Internships
- 2025.04 - 2025.09, XPENG Autonomous, Beijing, China, Mentor: Xuanyi Li.
💬 Services
Reviewer:
- Conference: CVPR, ICCV, ECCV, ICML, BMVC
- Journal: IJCV