Personal Introduction
Yifan Meng is a Ph.D. candidate of VCIP College of Computer Science, Nankai University, under the supervision of Prof. Xialei Liu. He received the B.Eng. degree in intelligent science and technology from Xidian University in 2025, supervised by Prof. Zhu. His research interests include computer vision and machine learning, with a particular focus on continual learning.
Education
2021 - 2025: Intelligent science and technology - Xidian University, Xi’an, China
2025 - current: Computer science - Nankai University, Tianjin, China
Research Interests
My research interests include computer vision, continual learning, and hallucination.
Recent Publications
Notes: Equal contribution are indicated using † and corresponding authors are indicated using *.
2026
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Visual Representation Regularization for Multimodal Hallucination Mitigation, Yifan Meng†, Enguang Wang†, Xusheng Cao, Fei Yang, Xialei Liu*, EMNNLP 2026 Findings
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Towards understanding token evolving in continual learning of MLLMs, Xusheng Cao, Yifan Meng, Linlan Huang, Jiaze Li, Jianzhong Ju, Zhenbo Luo, Jian Luan, Fei Yang, Xialei Liu, IJCV 2026
2025
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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*, ICCV 2025 (Highlight).
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FAFormer: Frequency-Analysis-Based Transformer Focusing on Correlation and Specificity for Pansharpening, Yifan Meng, Hao Zhu, Xiaoyu Yi, Biao Hou, Shuang Wang, Yuan Wang, Kefan Chen, and Licheng Jiao, TGRS 2025
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CIGformer: Leveraging Continuous Information Guidance in Transformer-Based Pansharpening, Hao Zhu, Yuan Wang, Xiaotong Li, Biao Hou, Bo Ren, Yifan Meng, Kefan Chen, and Licheng Jiao, TAI 2026