Learning Individualized Treatment Rules with Many Treatments: A Supervised Clustering Approach Using Adaptive Fusion. - Haixu Ma; Donglin Zeng; Yufeng Liu (NeurIPS, 2022)

Learning Optimal Group-structured Individualized Treatment Rules with Many Treatments. - Haixu Ma; Donglin Zeng; Yufeng Liu (J. Mach. Learn. Res., 2023)

Improved DRL-based energy-efficient UAV control for maximum lifecycle. - Haixu Ma; Guang Yang 030; Xuxu Sun; Dongming Qu; Guanyu Chen; Xueying Jin; Ning Zhou; Xinxin Liu (J. Frankl. Inst., 2024)

Disentangling sex-dependent effects of APOE on diverse trajectories of cognitive decline in Alzheimer's disease. - Haixu Ma; Zhuoyu Shi; Minjeong Kim; Bin Liu; Patrick J. Smith; Yufeng Liu; Guorong Wu 001 (NeuroImage, 2024)

Flexible Machine Learning and Reinforcement Learning in Decision Making. - Haixu Ma (2024)

Combating the Bucket Effect:Multi-Knowledge Alignment for Medication Recommendation. - Xiang Li; Haixu Ma; Guanyong Wu; Shi Mu; Chen Li; Shunpan Liang (CoRR, 2025)

Efficient Charging Coverage Strategy of UAV Based on Improved Deep Reinforcement Learning. - Haixu Ma; Wenbo Liu; Guang Yang 030; Huihui Sun; Dongming Qu; Hongfei Yang (IEEE Trans. Veh. Technol., 2025)