Publications

MMGRec: Multimodal Generative Recommendation with Transformer Model

Han Liu, Yinwei Wei, Xuemeng Song, Weili Guan, Yuan-Fang Li, and Liqiang Nie. 2026. ACM Transactions on Multimedia Computing, Communications and Applications : 1–20.

KEPLA: A Knowledge-Enhanced Deep Learning Framework for Accurate Protein-Ligand Binding Affinity Prediction

Han Liu, Keyan Ding, Peilin Chen, Yinwei Wei, Liqiang Nie, Dapeng Wu, and Shiqi Wang. 2026. IEEE Transactions on Computational Biology and Bioinformatics : 1–15.

Prompt-Guided Graph Contrastive Learning with Controllable Augmentation and Fine-Grained Preference Modeling for Recommendation

Shoujia Zhang, Enhao Cheng, Han Liu, Jianhua Yin, Tian Gan, Xuemeng Song, Yinwei Wei, and Weili Guan. 2026. ACM Transactions on Information Systems : 1–37.

TIGER: Text-Informed Generalized Enzyme-Reaction Retrieval

Yuhang Zhang, Keyan Ding, Peilin Chen, Han Liu, Can Lin, Ruixi Chen, Shiqi Wang, and Qi Song. 2026. Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics : 35530-35548.

MPSol: A Multimodal Prompt Learning Framework for Protein Solubility Prediction

Yuhang Zhang, Peilin Chen, Keyan Ding, Han Liu, Shiqi Wang, and Qi Song. 2025. IEEE Journal of Biomedical and Health Informatics 29(12): 8807-8814.

Dynamic Multimodal Fusion via Meta-Learning Towards Micro-Video Recommendation

Han Liu, Yinwei Wei, Fan Liu, Wenjie Wang, Liqiang Nie, and Tat-Seng Chua. 2023. ACM Transactions on Information Systems 42(2): 1–26.

HS-GCN: Hamming Spatial Graph Convolutional Networks for Recommendation

Han Liu, Yinwei Wei, Jianhua Yin, and Liqiang Nie. 2023. IEEE Transactions on Knowledge and Data Engineering 35(6): 5977-5990.

Review Polarity-Wise Recommender

Han Liu, Yangyang Guo, Jianhua Yin, Zan Gao, and Liqiang Nie. 2023. IEEE Transactions on Neural Networks and Learning Systems 34(12): 10039-10050.

LARA: Attribute-to-Feature Adversarial Learning for New-Item Recommendation

Changfeng Sun, Han Liu, Meng Liu, Zhaochun Ren, Tian Gan, and Liqiang Nie. 2020. Proceedings of the 13th International Conference on Web Search and Data Mining : 582-590.

Discrete Factorization Machines for Fast Feature-Based Recommendation

Han Liu, Xiangnan He, Fuli Feng, Liqiang Nie, Rui Liu, and Hanwang Zhang. 2018. Proceedings of the 27th International Joint Conference on Artificial Intelligence : 3449-3455.