Hierarchical Pretraining on Multimodal Electronic Health Records. - Xiaochen Wang 002; Junyu Luo 001; Jiaqi Wang 002; Ziyi Yin 003; Suhan Cui; Yuan Zhong 002; Yaqing Wang 001; Fenglong Ma (EMNLP, 2023)

Unity in Diversity: Collaborative Pre-training Across Multimodal Medical Sources. - Xiaochen Wang 002; Junyu Luo 001; Jiaqi Wang 002; Yuan Zhong 002; Xiaokun Zhang 001; Yaqing Wang 001; Parminder Bhatia; Cao Xiao; Fenglong Ma (ACL (1), 2024)

Recent Advances in Predictive Modeling with Electronic Health Records. - Jiaqi Wang 002; Junyu Luo 001; Muchao Ye; Xiaochen Wang 002; Yuan Zhong 002; Aofei Chang; Guanjie Huang; Ziyi Yin 003; Cao Xiao; Jimeng Sun 001; Fenglong Ma (IJCAI, 2024)

Synthesizing Multimodal Electronic Health Records via Predictive Diffusion Models. - Yuan Zhong 002; Xiaochen Wang 002; Jiaqi Wang 002; Xiaokun Zhang 001; Yaqing Wang 001; Mengdi Huai; Cao Xiao; Fenglong Ma (KDD, 2024)

Automated Fusion of Multimodal Electronic Health Records for Better Medical Predictions. - Suhan Cui; Jiaqi Wang 002; Yuan Zhong 002; Han Liu 008; Ting Wang 006; Fenglong Ma (SDM, 2024)

MedDiffusion: Boosting Health Risk Prediction via Diffusion-based Data Augmentation. - Yuan Zhong 002; Suhan Cui; Jiaqi Wang 002; Xiaochen Wang 002; Ziyi Yin 003; Yaqing Wang 001; Houping Xiao; Mengdi Huai; Ting Wang 006; Fenglong Ma (SDM, 2024)

FineRec: Exploring Fine-grained Sequential Recommendation. - Xiaokun Zhang 001; Bo Xu 009; Youlin Wu; Yuan Zhong 002; Hongfei Lin; Fenglong Ma (SIGIR, 2024)

MEDMKG: Benchmarking Medical Knowledge Exploitation with Multimodal Knowledge Graph. - Xiaochen Wang 002; Yuan Zhong 002; Lingwei Zhang; Lisong Dai; Ting Wang 006; Fenglong Ma (CoRR, 2025)

GPR: Empowering Generation with Graph-Pretrained Retriever. - Xiaochen Wang 002; Zongyu Wu 001; Yuan Zhong 002; Xiang Zhang 001; Suhang Wang; Fenglong Ma (CoRR, 2025)