ClinicalRadioBERT: Knowledge-Infused Few Shot Learning for Clinical Notes Named Entity Recognition. - Saed Rezayi; Haixing Dai; Zhengliang Liu; Zihao Wu 001; Akarsh Hebbar; Andrew H. Burns; Lin Zhao 004; Dajiang Zhu; Quanzheng Li; Wei Liu 146; Sheng Li 001; Tianming Liu 001; et al. (MLMI@MICCAI, 2022)

Tailoring Large Language Models to Radiology: A Preliminary Approach to LLM Adaptation for a Highly Specialized Domain. - Zhengliang Liu; Aoxiao Zhong; Yiwei Li 002; Longtao Yang; Chao Ju; Zihao Wu 001; Chong Ma; Peng Shu; Cheng Chen 013; Sekeun Kim; Haixing Dai; Lin Zhao 004; et al. (MLMI@MICCAI (1), 2023)

ChatAug: Leveraging ChatGPT for Text Data Augmentation. - Haixing Dai; Zhengliang Liu; Wenxiong Liao; Xiaoke Huang; Zihao Wu 001; Lin Zhao 004; Wei Liu 146; Ninghao Liu; Sheng Li 001; Dajiang Zhu; Hongmin Cai; Quanzheng Li; et al. (CoRR, 2023)

DeID-GPT: Zero-shot Medical Text De-Identification by GPT-4. - Zhengliang Liu; Xiaowei Yu; Lu Zhang 050; Zihao Wu 001; Chao Cao; Haixing Dai; Lin Zhao 004; Wei Liu 146; Dinggang Shen; Quanzheng Li; Tianming Liu 001; Dajiang Zhu; et al. (CoRR, 2023)

Evaluating Large Language Models on a Highly-specialized Topic, Radiation Oncology Physics. - Jason Holmes; Zhengliang Liu; Lian Zhang; Yuzhen Ding; Terence T. Sio; Lisa A. McGee; Jonathan B. Ashman; Xiang Li 001; Tianming Liu 001; Jiajian Shen; Wei Liu 146 (CoRR, 2023)

Exploring the Trade-Offs: Unified Large Language Models vs Local Fine-Tuned Models for Highly-Specific Radiology NLI Task. - Zihao Wu 001; Lu Zhang 050; Chao Cao; Xiaowei Yu; Haixing Dai; Chong Ma; Zhengliang Liu; Lin Zhao 004; Gang Li 001; Wei Liu 146; Quanzheng Li; Dinggang Shen; et al. (CoRR, 2023)

Instruction-ViT: Multi-Modal Prompts for Instruction Learning in ViT. - Zhenxiang Xiao; Yuzhong Chen; Lu Zhang 050; Junjie Yao; Zihao Wu 001; Xiaowei Yu; Yi Pan 001; Lin Zhao 004; Chong Ma; Xinyu Liu 001; Wei Liu 146; Xiang Li 001; et al. (CoRR, 2023)

Artificial General Intelligence for Medical Imaging. - Xiang Li 001; Lu Zhang 050; Zihao Wu 001; Zhengliang Liu; Lin Zhao 004; Yixuan Yuan; Jun Liu 075; Gang Li 001; Dajiang Zhu; Pingkuan Yan; Quanzheng Li; Wei Liu 146; et al. (CoRR, 2023)

Radiology-GPT: A Large Language Model for Radiology. - Zhengliang Liu; Aoxiao Zhong; Yiwei Li 002; Longtao Yang; Chao Ju; Zihao Wu 001; Chong Ma; Peng Shu; Cheng Chen 013; Sekeun Kim; Haixing Dai; Lin Zhao 004; et al. (CoRR, 2023)

Segment Anything Model (SAM) for Radiation Oncology. - Lian Zhang; Zhengliang Liu; Lu Zhang 050; Zihao Wu 001; Xiaowei Yu; Jason Holmes; Hongying Feng; Haixing Dai; Xiang Li 001; Quanzheng Li; Dajiang Zhu; Tianming Liu 001; et al. (CoRR, 2023)

SAMAug: Point Prompt Augmentation for Segment Anything Model. - Haixing Dai; Chong Ma; Zhengliang Liu; Yiwei Li 002; Peng Shu; Xiaozheng Wei; Lin Zhao 004; Zihao Wu 001; Dajiang Zhu; Wei Liu 146; Quanzheng Li; Tianming Liu 001; et al. (CoRR, 2023)

Radiology-Llama2: Best-in-Class Large Language Model for Radiology. - Zhengliang Liu; Yiwei Li 002; Peng Shu; Aoxiao Zhong; Longtao Yang; Chao Ju; Zihao Wu 001; Chong Ma; Jie Luo 003; Cheng Chen 013; Sekeun Kim; Jiang Hu; et al. (CoRR, 2023)

RadOnc-GPT: A Large Language Model for Radiation Oncology. - Zhengliang Liu; Peilong Wang; Yiwei Li 002; Jason Holmes; Peng Shu; Lian Zhang; Chenbin Liu; Ninghao Liu; Dajiang Zhu; Xiang Li 001; Quanzheng Li; Samir H. Patel; et al. (CoRR, 2023)

PolicyGPT: Automated Analysis of Privacy Policies with Large Language Models. - Chenhao Tang; Zhengliang Liu; Chong Ma; Zihao Wu 001; Yiwei Li 002; Wei Liu 146; Dajiang Zhu; Quanzheng Li; Xiang Li 001; Tianming Liu 001; Lei Fan (CoRR, 2023)

Benchmarking a foundation LLM on its ability to re-label structure names in accordance with the AAPM TG-263 report. - Jason Holmes; Lian Zhang; Yuzhen Ding; Hongying Feng; Zhengliang Liu; Tianming Liu 001; William W. Wong; Sujay A. Vora; Jonathan B. Ashman; Wei Liu 146 (CoRR, 2023)

Evaluating multiple large language models in pediatric ophthalmology. - Jason Holmes; Rui Peng; Yiwei Li 002; Jinyu Hu; Zhengliang Liu; Zihao Wu 001; Huan Zhao; Xi Jiang 001; Wei Liu 146; Hong Wei; Jie Zou; Tianming Liu 001; et al. (CoRR, 2023)

Evaluating Large Language Models in Ophthalmology. - Jason Holmes; Shuyuan Ye; Yiwei Li 002; Shi-Nan Wu; Zhengliang Liu; Zihao Wu 001; Jinyu Hu; Huan Zhao; Xi Jiang 001; Wei Liu 146; Hong Wei; Jie Zou; et al. (CoRR, 2023)

Noisy probing dose facilitated dose prediction for pencil beam scanning proton therapy: physics enhances generalizability. - Lian Zhang; Jason M. Holmes; Zhengliang Liu; Hongying Feng; Terence T. Sio; Carlos E. Vargas; Sameer R. Keole; Kristin Stützer; Sheng Li 001; Tianming Liu 001; Jiajian Shen; William W. Wong; et al. (CoRR, 2023)

Holistic Evaluation of GPT-4V for Biomedical Imaging. - Zhengliang Liu; Hanqi Jiang; Tianyang Zhong; Zihao Wu 001; Chong Ma; Yiwei Li 002; Xiaowei Yu; Yutong Zhang; Yi Pan 001; Peng Shu; Yanjun Lyu; Lu Zhang 050; et al. (CoRR, 2023)

The Radiation Oncology NLP Database. - Zhengliang Liu; Jason Holmes; Wenxiong Liao; Chenbin Liu; Lian Zhang; Hongying Feng; Peilong Wang; Muhammad Ali Elahi; Hongmin Cai; Lichao Sun 001; Quanzheng Li; Xiang Li 001; et al. (CoRR, 2024)

Accurate Patient Alignment without Unnecessary Imaging Dose via Synthesizing Patient-specific 3D CT Images from 2D kV Images. - Yuzhen Ding; Jason M. Holmes; Hongying Feng; Baoxin Li; Lisa A. McGee; Jean-Claude M. Rwigema; Sujay A. Vora; Daniel J. Ma; Robert L. Foote; Samir H. Patel; Wei Liu 146 (CoRR, 2024)

Evaluation of OpenAI o1: Opportunities and Challenges of AGI. - Tianyang Zhong; Zhengliang Liu; Yi Pan 001; Yutong Zhang; Yifan Zhou; Shizhe Liang; Zihao Wu 001; Yanjun Lyu; Peng Shu; Xiaowei Yu; Chao Cao; Hanqi Jiang; et al. (CoRR, 2024)

HELENE: Hessian Layer-wise Clipping and Gradient Annealing for Accelerating Fine-tuning LLM with Zeroth-order Optimization. - Huaqin Zhao; Jiaxi Li; Yi Pan 001; Shizhe Liang; Xiaofeng Yang; Wei Liu 146; Xiang Li 001; Fei Dou; Tianming Liu 001; Jin Lu 001 (CoRR, 2024)

Towards Next-Generation Medical Agent: How o1 is Reshaping Decision-Making in Medical Scenarios. - Shaochen Xu; Yifan Zhou; Zhengliang Liu; Zihao Wu 001; Tianyang Zhong; Huaqin Zhao; Yiwei Li 002; Hanqi Jiang; Yi Pan 001; Junhao Chen; Jin Lu 001; Wei Zhang 090; et al. (CoRR, 2024)

Mask-guided BERT for few-shot text classification. - Wenxiong Liao; Zhengliang Liu; Haixing Dai; Zihao Wu 001; Yiyang Zhang 003; Xiaoke Huang; Yuzhong Chen; Xi Jiang 001; David Liu; Dajiang Zhu; Sheng Li 001; Wei Liu 146; et al. (Neurocomputing, 2024)

Instruction-ViT: Multi-modal prompts for instruction learning in vision transformer. - Zhenxiang Xiao; Yuzhong Chen; Junjie Yao; Lu Zhang 050; Zhengliang Liu; Zihao Wu 001; Xiaowei Yu; Yi Pan 001; Lin Zhao 004; Chong Ma; Xinyu Liu 001; Wei Liu 146; et al. (Inf. Fusion, 2024)

Large Language Models for Bioinformatics. - Wei Ruan; Yanjun Lyu; Jing Zhang 010; Jiazhang Cai; Peng Shu; Yang Ge; Yao Lu; Shang Gao; Yue Wang; Peilong Wang; Lin Zhao 004; Tao Wang; et al. (CoRR, 2025)

Knowledge Distillation and Dataset Distillation of Large Language Models: Emerging Trends, Challenges, and Future Directions. - Luyang Fang; Xiaowei Yu; Jiazhang Cai; Yongkai Chen; Shushan Wu; Zhengliang Liu; Zhenyuan Yang; Haoran Lu; Xilin Gong; Yufang Liu; Terry Ma; Wei Ruan; et al. (CoRR, 2025)

AugGPT: Leveraging ChatGPT for Text Data Augmentation. - Haixing Dai; Zhengliang Liu; Wenxiong Liao; Xiaoke Huang; Yihan Cao; Zihao Wu 001; Lin Zhao 004; Shaochen Xu; Fang Zeng; Wei Liu 146; Ninghao Liu; Sheng Li 001; et al. (IEEE Trans. Big Data, 2025)

Exploring the Trade-Offs: Unified Large Language Models vs Local Fine-Tuned Models for Highly-Specific Radiology NLI Task. - Zihao Wu 001; Lu Zhang 050; Chao Cao; Xiaowei Yu; Zhengliang Liu; Lin Zhao 004; Yiwei Li 002; Haixing Dai; Chong Ma; Gang Li 001; Wei Liu 146; Quanzheng Li; et al. (IEEE Trans. Big Data, 2025)

Alignment and Safety in Large Language Models: Safety Mechanisms, Training Paradigms, and Emerging Challenges. - Haoran Lu; Luyang Fang; Ruidong Zhang; Xinliang Li; Jiazhang Cai; Huimin Cheng; Lin Tang; Ziyu Liu; Zeliang Sun; Tao Wang; Yingchuan Zhang; Arif Hassan Zidan; et al. (CoRR, 2025)