| 2026 | ACL | STAPO: Selective Trajectory-Aware Policy Optimization for LLM Agent Training. | Qiuyi Qi, Tian Liang, Mutian Bao, Jinjian Zhang, Dongnan Liu, Wei Zhou, Linjian Mo, Ming Kong, Jie Liu, Feng Zhang, Qiang Zhu |
| 2026 | ACL | CARL: Constraint-Aware Reinforcement Learning for Planning with LLMs. | Qiuyi Qi, Jinjian Zhang, Mutian Bao, Tian Liang, Guocong Li, Dongnan Liu, Wei Zhou, Jie Liu, Ming Kong, Linjian Mo, Feng Zhang, Qiang Zhu |
| 2025 | ACL | Multimodal Causal Reasoning Benchmark: Challenging Multimodal Large Language Models to Discern Causal Links Across Modalities. | Zhiyuan Li, Heng Wang, Dongnan Liu, Chaoyi Zhang, Ao Ma, Jieting Long, Weidong Cai |
| 2025 | ECAI | ScSAM: Debiasing Morphology and Distributional Variability in Subcellular Semantic Segmentation. | Bo Fang, Jianan Fan, Dongnan Liu, Hang Chang, Gerald J. Shami, Filip Braet, Weidong Cai |
| 2025 | WACV | ORID: Organ-Regional Information Driven Framework for Radiology Report Generation. | Tiancheng Gu, Kaicheng Yang, Xiang An, Ziyong Feng, Dongnan Liu, Tom Weidong Cai |
| 2025 | WACV | AMNCutter: Affinity-Attention-Guided Multi-View Normalized Cutter for Unsupervised Surgical Instrument Segmentation. | Mingyu Sheng, Jianan Fan, Dongnan Liu, Ron Kikinis, Weidong Cai |
| 2025 | WACV | Dance any Beat: Blending Beats with Visuals in Dance Video Generation. | Xuanchen Wang, Heng Wang, Dongnan Liu, Weidong Cai |
| 2024 | ACCV | Enhancing Robustness to Noise Corruption for Point Cloud Recognition via Spatial Sorting and Set-Mixing Aggregation Module. | Dingxin Zhang, Jianhui Yu, Tengfei Xue, Chaoyi Zhang, Dongnan Liu, Weidong Cai |
| 2024 | BMVC | Unsupervised Domain Adaptation for Tubular Structure Segmentation Across Different Anatomical Sources. | Yuxiang An, Dongnan Liu, Weidong Cai |
| 2024 | BMVC | Rethinking Domain Adaptive Optic Disc and Cup Segmentation in Fundus Image through Dynamic Diffusion Flow. | Canran Li, Dongnan Liu, Weidong Cai |
| 2024 | CVPR | Seeing Unseen: Discover Novel Biomedical Concepts via Geometry-Constrained Probabilistic Modeling. | Jianan Fan, Dongnan Liu, Hang Chang, Heng Huang, Mei Chen, Weidong Cai |
| 2024 | CVPR | LaPA: Latent Prompt Assist Model for Medical Visual Question Answering. | Tiancheng Gu, Kaicheng Yang, Dongnan Liu, Weidong Cai |
| 2024 | DICTA | Multi-Source Unsupervised Domain Adaptation for Neuron Membrane Segmentation via Feature Enhancement. | Yuxiang An, Dongnan Liu, Weidong Cai |
| 2024 | ECCV | Revisiting Adaptive Cellular Recognition Under Domain Shifts: A Contextual Correspondence View. | Jianan Fan, Dongnan Liu, Canran Li, Hang Chang, Heng Huang, Filip Braet, Mei Chen, Tom Weidong Cai |
| 2024 | EMNLP | RWKV-CLIP: A Robust Vision-Language Representation Learner. | Tiancheng Gu, Kaicheng Yang, Xiang An, Ziyong Feng, Dongnan Liu, Weidong Cai, Jiankang Deng |
| 2024 | EMNLP | Enhancing Advanced Visual Reasoning Ability of Large Language Models. | Zhiyuan Li, Dongnan Liu, Chaoyi Zhang, Heng Wang, Tengfei Xue, Weidong Cai |
| 2024 | IVCNZ | GroupLearning: Label Noise Mitigation Through Multi-Expert Collaboration for Medical Image Analysis. | Qinyi Cao, Dongnan Liu, Jianan Fan, Weidong Cai |
| 2024 | IVCNZ | Disentanglement-Based Unsupervised Domain Adaptation for Nuclei Instance Segmentation. | Jieting Long, Dongnan Liu, Zihao Tang, Weidong Cai |
| 2024 | MICCAI | Cross-Domain Fiber Cluster Shape Analysis for Language Performance Cognitive Score Prediction. | Yui Lo, Yuqian Chen, Dongnan Liu, Wan Liu, Leo R. Zekelman, Fan Zhang, Yogesh Rathi, Nikos Makris, Alexandra J. Golby, Weidong Cai, Lauren J. O'Donnell |
| 2024 | MICCAI | SAT-Morph: Unsupervised Deformable Medical Image Registration Using Vision Foundation Models with Anatomically Aware Text Prompt. | Hao Xu, Tengfei Xue, Dongnan Liu, Fan Zhang, Carl-Fredrik Westin, Ron Kikinis, Lauren J. O'Donnell, Weidong Cai |
| 2024 | WACV | Complex Organ Mask Guided Radiology Report Generation. | Tiancheng Gu, Dongnan Liu, Zhiyuan Li, Weidong Cai |
| 2024 | WACV | Alleviating Foreground Sparsity for Semi-Supervised Monocular 3D Object Detection. | Weijia Zhang, Dongnan Liu, Chao Ma, Tom Weidong Cai |
| 2023 | DICTA | Multi-modal Domain Adaptation for Text Visual Question Answering Tasks. | Zhiyuan Li, Dongnan Liu, Weidong Cai |
| 2023 | DICTA | Understanding the Role of Saliency Maps for Biomarker Research in 3D Medical Imaging Classification. | Yixiong Shi, Chenyu Wang, Dongnan Liu, Weidong Cai, Mariano Cabezas |
| 2023 | ICCV | Taxonomy Adaptive Cross-Domain Adaptation in Medical Imaging via Optimization Trajectory Distillation. | Jianan Fan, Dongnan Liu, Hang Chang, Heng Huang, Mei Chen, Weidong Cai |
| 2023 | ICONIP | ASRCD: Adaptive Serial Relation-Based Model for Cognitive Diagnosis. | Zhuonan Liang, Dongnan Liu, Yuqing Yang, Caiyun Sun, Weidong Cai, Peng Fu |
| 2023 | MICCAI | Topology Repairing of Disconnected Pulmonary Airways and Vessels: Baselines and a Dataset. | Ziqiao Weng, Jiancheng Yang, Dongnan Liu, Tom Weidong Cai |
| 2022 | BMVC | Unsupervised Domain Adaptive Fundus Image Segmentation with Few Labeled Source Data. | Qianbi Yu, Dongnan Liu, Chaoyi Zhang, Xinwen Zhang, Weidong Cai |
| 2022 | MICCAI | Domain Adaptive Nuclei Instance Segmentation and Classification via Category-Aware Feature Alignment and Pseudo-Labelling. | Canran Li, Dongnan Liu, Haoran Li, Zheng Zhang, Guangming Lu, Xiaojun Chang, Weidong Cai |
| 2022 | MICCAI | Diffusion MRI Fibre Orientation Distribution Inpainting. | Zihao Tang, Xinyi Wang, Mariano Cabezas, Arkiev D'Souza, Fernando Calamante, Dongnan Liu, Michael Barnett, Chenyu Wang, Tom Weidong Cai |
| 2021 | MICCAI | LG-Net: Lesion Gate Network for Multiple Sclerosis Lesion Inpainting. | Zihao Tang, Mariano Cabezas, Dongnan Liu, Michael Barnett, Weidong Cai, Chenyu Wang |
| 2021 | MICCAI | BiX-NAS: Searching Efficient Bi-directional Architecture for Medical Image Segmentation. | Xinyi Wang, Tiange Xiang, Chaoyi Zhang, Yang Song, Dongnan Liu, Heng Huang, Weidong Cai |
| 2020 | CVPR | Unsupervised Instance Segmentation in Microscopy Images via Panoptic Domain Adaptation and Task Re-Weighting. | Dongnan Liu, Donghao Zhang, Yang Song, Fan Zhang, Lauren O'Donnell, Heng Huang, Mei Chen, Weidong Cai |
| 2020 | MICCAI | BiO-Net: Learning Recurrent Bi-directional Connections for Encoder-Decoder Architecture. | Tiange Xiang, Chaoyi Zhang, Dongnan Liu, Yang Song, Heng Huang, Weidong Cai |
| 2019 | IJCAI | Nuclei Segmentation via a Deep Panoptic Model with Semantic Feature Fusion. | Dongnan Liu, Donghao Zhang, Yang Song, Chaoyi Zhang, Fan Zhang, Lauren O'Donnell, Weidong Cai |
| 2019 | MICCAI | Vessel-Net: Retinal Vessel Segmentation Under Multi-path Supervision. | Yicheng Wu, Yong Xia, Yang Song, Donghao Zhang, Dongnan Liu, Chaoyi Zhang, Weidong Cai |
| 2018 | CVPR | Large Kernel Refine Fusion Net for Neuron Membrane Segmentation. | Dongnan Liu, Donghao Zhang, Yang Song, Chaoyi Zhang, Heng Huang, Mei Chen, Weidong Cai |
| 2018 | ICIP | Densely Connected Large Kernel Convolutional Network for Semantic Membrane Segmentation in Microscopy Images. | Dongnan Liu, Donghao Zhang, Siqi Liu, Yang Song, Haozhe Jia, Dagan Feng, Yong Xia, Weidong Cai |
| 2018 | ICONIP | 3D Large Kernel Anisotropic Network for Brain Tumor Segmentation. | Dongnan Liu, Donghao Zhang, Yang Song, Fan Zhang, Lauren J. O'Donnell, Weidong Cai |
| 2018 | MICCAI | Panoptic Segmentation with an End-to-End Cell R-CNN for Pathology Image Analysis. | Donghao Zhang, Yang Song, Dongnan Liu, Haozhe Jia, Siqi Liu, Yong Xia, Heng Huang, Weidong Cai |