| 2025 | CIKM | ActiViz: Understanding Sample Selection in Active Learning through Boundary Visualization. | Jie Chen, Honghui Du, Dairui Liu, Siteng Ma, Brian MacNamee, Ruihai Dong |
| 2025 | IJCNN | Is Complete Labeling Necessary? Understanding Active Learning in Longitudinal Medical Imaging. | Siteng Ma, Honghui Du, Prateek Mathur, Brendan S. Kelly, Ronan P. Killeen, Aonghus Lawlor, Ruihai Dong |
| 2025 | MICCAI | Spatial Aggregation for Semi-supervised Active Learning in 3D Medical Image Segmentation. | Siteng Ma, Honghui Du, Dairui Liu, Kathleen M. Curran, Aonghus Lawlor, Ruihai Dong |
| 2024 | ECCV | Masked Angle-Aware Autoencoder for Remote Sensing Images. | Zhihao Li, Biao Hou, Siteng Ma, Zitong Wu, Xianpeng Guo, Bo Ren, Licheng Jiao |
| 2024 | ICASSP | Breaking the Barrier: Selective Uncertainty-Based Active Learning for Medical Image Segmentation. | Siteng Ma, Haochang Wu, Aonghus Lawlor, Ruihai Dong |
| 2024 | MICCAI | Adaptive Curriculum Query Strategy for Active Learning in Medical Image Classification. | Siteng Ma, Honghui Du, Kathleen M. Curran, Aonghus Lawlor, Ruihai Dong |
| 2023 | ICASSP | DO-FAM: Disentangled Non-Linear Latent Navigation For Facial Attribute Manipulation. | Yifan Yuan, Siteng Ma, Hongming Shan, Junping Zhang |
| 2023 | ICCV | Adaptive Nonlinear Latent Transformation for Conditional Face Editing. | Zhizhong Huang, Siteng Ma, Junping Zhang, Hongming Shan |
| 2023 | ICPRAM | Adaptive Adversarial Samples Based Active Learning for Medical Image Classification. | Siteng Ma, Yu An, Jing Wang, Aonghus Lawlor, Ruihai Dong |
| 2022 | ICASSP | VR-FAM: Variance-Reduced Encoder with Nonlinear Transformation for Facial Attribute Manipulation. | Yifan Yuan, Siteng Ma, Junping Zhang |