Publications

2026

1. Mengzhu Wang, Yu Zhang, Hongxing Zhang. Robust Integrative Analysis of Multi-omics Datasets via Nuclear-norm Maximization , Association for the Advancement of Artificial Intelligence (AAAI), 2026 (CCF-A类会议)
2. Daixian Liu, Hau-Sing So, Haoran Chen, Jiao Li, Shanshan Wang, Mengzhu Wang, Jingcai Guo. Learning to Cluster Rare Cell Types: Implicit Semantic Data Augmentation for Spatial Multi-modal Omics Analysis, Association for the Advancement of Artificial Intelligence (AAAI), 2026 (CCF-A类会议,通讯作者)
3. Yingxu Wang, Mengzhu Wang, Zhichao Huang, Suyu Liu, Nan Yin. Nested Graph Pseudo-Label Refinement for Noisy Label Domain Adaptation Learning, Association for the Advancement of Artificial Intelligence (AAAI), 2026 (CCF-A类会议)
4. Ke Xu, Xiaozheng Shen, Shanshan Wang, Mengzhu Wang, Xun Yang. DeFT-LoRA: Decoupled and Fused Tuning with LoRA Experts for Universal Cross-Domain Retrieval, Association for the Advancement of Artificial Intelligence (AAAI), 2026 (CCF-A类会议)

2025

1. Mengzhu Wang, Houcheng Su, Sijia Wang, Shanshan Wang, Nan Yin, Long Lan, Liang Yang, Xiaochun Cao. Graph Convolutional Mixture-of-Experts Learner Network for Long-Tailed Domain Generalization, IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2025 (CCF-B类期刊)
2. Mengzhu Wang. SimProF:A Simple Probabilistic Framework for Unsupervised Domain Adaptation, Association for the Advancement of Artificial Intelligence (AAAI), 2025 (CCF-A类会议)
3. Mengzhu Wang, Wenhao Ren, Yu Zhang, Yanlong Fan, Dianxi Shi, Luoxi Jing, Nan Yin, Gaussian Mixture Model for Graph Domain Adaptation, Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence (IJCAI), 2025 (CCF-A类会议)
4. Mengzhu Wang, Houcheng Su, Jiao Li, Chuan Li, Nan Yin, Li Shen, Jingcai Guo, GraphCL: Graph-based Clustering for Semi-Supervised Medical Image Segmentation,Forty-second International Conference on Machine Learning (ICML), 2025 (CCF-A类会议)
5. Mengzhu Wang, Houcheng Su, Shanshan Wang, Nan Yin, Long Lan, Liang Yang, Li Shen. Probability-Guided Contrastive Learning for Long-Tailed Domain Generalization, IEEE Transactions on Big Data (TBD),2025
6. Huibin Tan, Mingyu Cao, Kun Hu, Xihuai He, Zhe Wang, Hao Li, Long Lan, Mengzhu Wang*, Wave-wise Discriminative Tracking by Phase-Amplitude Separation, Augmentation and Mixture, Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence(IJCAI), 2025 (CCF-A类会议, 通讯作者)
7. Jiao Li, Houcheng Su, Bingli Wang, Yuandong Min, Mengzhu Wang*, Nan Yin, Shanshan Wang, Jingcai Guo, ESBN: Estimation Shift of Batch Normalization for Source-free Universal Domain Adaptation, Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence(IJCAI), 2025 (CCF-A类会议, 通讯作者)
8. Nan Yin, Xiao Teng, Zhiguang Cao, Mengzhu Wang*, Coupling Category Alignment for Graph Domain Adaptation, Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence(IJCAI), 2025 (CCF-A类会议, 通讯作者)
9. Yihua Shao, Minxi Yan, Yang Liu, Siyu Chen, Wenjie Chen, Xinwei Long, Ziyang Yan, Lei Li, Mengzhu Wang, Jingcai Guo, In-Context Meta LoRA Generation, Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence(IJCAI), 2025 (CCF-A类会议)
10. Zhijie Rao, Jingcai Guo, Miaoge Li, Yang Chen, Mengzhu Wang, Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence(IJCAI), 2025 (CCF-A类会议)
11. Nan Yin, Li Shen, Mengzhu Wang, Xinwang Liu, Chong Chen, Xian-sheng Hua, DREAM: A Dual Variational Framework for Unsupervised Graph Domain Adaptation, IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025 (CCF-A类期刊)
12. Wei Wang, Mengzhu Wang, Chao Huang, Cong Wang, Jie Mu, Feiping Nie, Xiaochun Cao, Optimal Graph Learning-Based Label Propagation for Cross-Domain Image Classification, IEEE Transactions on Image Processing (TIP), 2025 (CCF-A类期刊)
13. Shiming Song, Yongjun Zhang, Yuanze Wang, Mengzhu Wang, Yuetian Wang, Zhuojing Tian, Jinming Song and Dianxi Shi, Pano3R: Training Free Panoramic 3D Reconstruction, European Conference on Artificial Intelligence (ECAI), 2025 (CCF-B类会议)
14. Hao Li, Wei Wang, Cong Wang, Mengzhu Wang, Xiang Zhang, Long Lan, Xinwang Liu, Kenli Li, Xiaochun Cao, Phrase Grounding-based Style Transfer for Single-Domain Generalized Object Detection, IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2025 (CCF-B类期刊)
15. Chenran Zhao, Dianxi Shi, Mengzhu Wang, Jianqiang Xia, Huanhuan Yang, Song, Shaowu Yang, Chunping Qiu, D3HRL: A Distributed Hierarchical Reinforcement Learning Approach Based on Causal Discovery and Spurious Correlation Detection, Neural Networks (NN), 2025 (CCF-B类期刊)

2024

1. Mengzhu Wang, Yuehua Liu, Jianlong Yuan, Shanshan Wang, Zhibin Wang, Wei Wang, Inter-Class and Inter-Domain Semantic Augmentation for Domain Generalization, IEEE Transactions on Image Processing (TIP), 2024 (CCF-A类期刊)
2. Mengzhu Wang, Shanshan Wang, Xun Yang, Jianlong Yuan, Wenju Zhang, Equity in unsupervised domain adaptation by nuclear norm maximization, IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2024 (CCF-B类期刊)
3. Mengzhu Wang, Junze Liu, Ge Luo, Shanshan Wang, Wei Wang, Long Lan, Ye Wang, Smooth-guided implicit data augmentation for domain generalization, IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2024 (CCF-B类期刊)
4. Nan Yin, Mengzhu Wang*, Zhenghan Chen, Li Shen, Huan Xiong, Bin Gu, Xiao Luo, DREAM: Dual structured exploration with mixup for open-set graph domain adaption, The Twelfth International Conference on Learning Representations (ICLR), 2024 (共同一作)
5. Houcheng Su, Weihao Luo, Daixian Liu, Mengzhu Wang, Jing Tang, Junyang Chen, Cong Wang, Sharpness-aware model-agnostic long-tailed domain generalization, Association for the Advancement of Artificial Intelligence (AAAI), 2024 (CCF-A类会议, 通讯作者)
6. Nan Yin, Mengzhu Wang, Zhenghan Chen, Giulia De Masi, Huan Xiong, Bin Gu, Dynamic spiking graph neural networks, Association for the Advancement of Artificial Intelligence (AAAI), 2024 (CCF-A类会议)
7. Cong Wang, Jinshan Pan, Wei Wang, Gang Fu, Siyuan Liang, Mengzhu Wang, Xiao-Ming Wu, Jun Liu, Correlation matching transformation transformers for uhd image restoration, Association for the Advancement of Artificial Intelligence (AAAI), 2024 (CCF-A类会议)
8. Yang Dai, Oubo Ma, Longfei Zhang, Xingxing Liang, Shengchao Hu, Mengzhu Wang, Shouling Ji, Jincai Huang, Li Shen, Is Mamba Compatible with Trajectory Optimization in Offline Reinforcement Learning? Advances in Neural Information Processing Systems (NeurIPS), 2024 (CCF-A类会议)
9. Tianwei Yan, Shan Zhao, Minghao Hu, Mengzhu Wang, Xiang Zhang, Zhigang Luo, Meng Wang, Hcl: A hierarchical contrastive learning framework for zero-shot relation extraction, IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2024 (CCF-B类期刊)
10. Hao Li, Wei Wang, Mengzhu Wang, Huibin Tan, Long Lan, Zhigang Luo, Xinwang Liu, Kenli Li, STFormer: Spatial-Temporal-Aware Transformer for Video Instance Segmentation, IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2024 (CCF-B类期刊)
11. Jiaming Zhuo, Feiyang Qin, Can Cui, Kun Fu, Bingxin Niu, Mengzhu Wang, Yuanfang Guo, Chuan Wang, Zhen Wang, Xiaochun Cao, Liang Yang, Improving Graph Contrastive Learning via Adaptive Positive Sampling, Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024 (CCF-A类会议)