| 2026 | ACL | Bridging SFT and RL: Dynamic Policy Optimization for Robust Reasoning. | Taojie Zhu, Dongyang Xu, Ding Zou, Sen Zhao, Qiaobo Hao, Zhiguo Yang, Yonghong He |
| 2025 | ICASSP | COREMIL: Contextual Position Encoding-based Retrievable Multiple Instance Learning for Slide-level Classification. | Bingchen Li, Qiming He, Junru Cheng, Tian Guan, Yonghong He, Guangde Zhou |
| 2024 | CVPR | Dynamic Graph Representation with Knowledge-Aware Attention for Histopathology Whole Slide Image Analysis. | Jiawen Li, Yuxuan Chen, Hongbo Chu, Qiehe Sun, Tian Guan, Anjia Han, Yonghong He |
| 2024 | ICASSP | HIQ: One-Shot Network Quantization for Histopathological Image Classification. | Xinrui Chen, Renao Yan, Yizhi Wang, Jiawen Li, Junru Cheng, Tian Guan, Yonghong He |
| 2024 | MICCAI | RetMIL: Retentive Multiple Instance Learning for Histopathological Whole Slide Image Classification. | Hongbo Chu, Qiehe Sun, Jiawen Li, Yuxuan Chen, Lizhong Zhang, Tian Guan, Anjia Han, Yonghong He |
| 2023 | ICONIP | ADEQ: Adaptive Diversity Enhancement for Zero-Shot Quantization. | Xinrui Chen, Renao Yan, Junru Cheng, Yizhi Wang, Yuqiu Fu, Yi Chen, Tian Guan, Yonghong He |
| 2023 | MICCAI | Classification of Myopic Maculopathy Images with Self-supervised Driven Multiple Instance Learning Network. | Jiawen Li, Jaehyeon Soon, Qilai Zhang, Qifan Zhang, Yonghong He |
| 2023 | MICCAI | IIB-MIL: Integrated Instance-Level and Bag-Level Multiple Instances Learning with Label Disambiguation for Pathological Image Analysis. | Qin Ren, Yu Zhao, Bing He, Bingzhe Wu, Sijie Mai, Fan Xu, Yueshan Huang, Yonghong He, Junzhou Huang, Jianhua Yao |
| 2019 | MICCAI | DPANet: A Novel Network Based on Dense Pyramid Feature Extractor and Dual Correlation Analysis Attention Modules for Colon Glands Segmentation. | Shuting Liu, Baochang Zhang, Xi Li, Yiqing Liu, Mengying Hu, Tian Guan, Yonghong He |