Reason like a radiologist: Chain-of-thought and reinforcement learning for verifiable report generation.

Zhengqing Yuan

Peiyuan Jing Kinhei Lee Zhenxuan Zhang Huichi Zhou Zhengqing Yuan Zhifan Gao Lei Zhu 0003 Giorgos Papanastasiou Yingying Fang Guang Yang 0006 Reason like a radiologist: Chain-of-thought and reinforcement learning for verifiable report generation. 103910 2026 109 Medical Image Anal. https://doi.org/10.1016/j.media.2025.103910 db/journals/mia/mia109.html#JingLZZYGZPFY26 streams/journals/mia

Yunhong He Zhengqing Yuan Weixiang Sun Yiyang Li Yixin Liu 0002 Yanfang Ye 0001 Lichao Sun 0001 Vision-MoR: Scaling Vision Transformer via Patch-Level Mixture-of-Recursions. 4699-4707 2026 AAAI https://doi.org/10.1609/aaai.v40i6.42471 conf/aaai/2026 db/conf/aaai/aaai2026.html#HeYSLLYS26 Yunhong He Zhengqing Yuan Zhengzhong Tu Yanfang Ye 0001 Lichao Sun 0001 3D4D: An Interactive, Editable, 4D World Model via 3D Video Generation. 41595-41597 2026 AAAI https://doi.org/10.1609/aaai.v40i48.42351 conf/aaai/2026 db/conf/aaai/aaai2026.html#HeYTYS26 Zheyuan Zhang 0008 Kaiwen Shi Zhengqing Yuan Zehong Wang Tianyi Ma Keerthiram Murugesan Vincent Galassi Chuxu Zhang Yanfang Ye 0001 AgentRouter: A Knowledge-Graph-Guided LLM Router for Collaborative Multi-Agent Question Answering. 788-809 2026 ACL (1) https://doi.org/10.18653/v1/2026.acl-long.33 https://aclanthology.org/2026.acl-long.33/ conf/acl/2026-1 db/conf/acl/acl2026-1.html#ZhangSYWMMGZY26 Han Bao 0003 Penghao Zhang Yue Huang 0001 Zhengqing Yuan Yanchi Ru S. U. Rui Yujun Zhou 0002 Xiangqi Wang Kehan Guo Nitesh V. Chawla Yanfang Ye 0001 Xiangliang Zhang 0001 PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models. 2249-2274 2026 ACL (Findings) https://doi.org/10.18653/v1/2026.findings-acl.107 https://aclanthology.org/2026.findings-acl.107/ conf/acl/2026f db/conf/acl/acl2026f.html#BaoZHYRRZWGCYZ26 Yiyang Li Zehong Wang Zhengqing Yuan Zheyuan Zhang 0008 Keerthiram Murugesan Chuxu Zhang Yanfang Ye 0001 Interpretable Graph-Language Modeling for Detecting Youth Illicit Drug Use. EACL (Findings) 2026 3630-3647 conf/eacl/2026f https://doi.org/10.18653/v1/2026.findings-eacl.188 https://aclanthology.org/2026.findings-eacl.188/ db/conf/eacl/eacl2026f.html#LiWYZMZY26 streams/conf/eacl Kaiwen Shi Zheyuan Zhang 0008 Zhengqing Yuan Keerthiram Murugesan Vincent Galassi Chuxu Zhang Yanfang Ye 0001 NG-Router: Graph-Supervised Multi-Agent Collaboration for Nutrition Question Answering. EACL (Volume 1: Long Papers) 2026 7508-7527 conf/eacl/2026-1 https://doi.org/10.18653/v1/2026.eacl-long.352 https://aclanthology.org/2026.eacl-long.352/ db/conf/eacl/eacl2026-1.html#ShiZYMGZY26 streams/conf/eacl Xiaoyu Ma Zhengqing Yuan Zheyuan Zhang 0008 Kaiwen Shi Lichao Sun 0001 Yanfang Ye 0001 BLURR: A Boosted Low-Resource Inference for Vision-Language-Action Model. 225-228 2026 WWW (Companion Volume) https://doi.org/10.1145/3774905.3793142 conf/www/2026c db/conf/www/www2026c.html#MaYZSSY26

Han Bao 0003 Zheyuan Zhang 0008 Pengcheng Jing Zhengqing Yuan Kaiwen Shi Yanfang Ye 0001 Drift-Bench: Diagnosing Cooperative Breakdowns in LLM Agents under Input Faults via Multi-Turn Interaction. 2026 February abs/2602.02455 CoRR https://doi.org/10.48550/arXiv.2602.02455 db/journals/corr/corr2602.html#abs-2602-02455 streams/journals/corr

Zhengqing Yuan Kaiwen Shi Zheyuan Zhang 0008 Lichao Sun 0001 Nitesh V. Chawla Yanfang Ye 0001 CiteAudit: You Cited It, But Did You Read It? A Benchmark for Verifying Scientific References in the LLM Era. 2026 February abs/2602.23452 CoRR https://doi.org/10.48550/arXiv.2602.23452 db/journals/corr/corr2602.html#abs-2602-23452 streams/journals/corr

Kai Zhang Zhengqing Yuan Cheng Peng 0009 Songlin Zhao Mengxian Lyu Ziyi Chen Yanfang Ye 0001 Wei Liu Ying Zhang Kaleb E. Smith Lifang He 0001 Lichao Sun 0001 Yonghui Wu 0001 MedGPT-oss: Training a General-Purpose Vision-Language Model for Biomedicine. 2026 March abs/2603.00842 CoRR https://doi.org/10.48550/arXiv.2603.00842 db/journals/corr/corr2603.html#abs-2603-00842 streams/journals/corr

Zhengqing Yuan Hanchi Sun Lichao Sun 0001 Yanfang Ye 0001 MegaTrain: Full Precision Training of 100B+ Parameter Large Language Models on a Single GPU. 2026 April abs/2604.05091 CoRR https://doi.org/10.48550/arXiv.2604.05091 db/journals/corr/corr2604.html#abs-2604-05091 streams/journals/corr

Han Bao 0003 Penghao Zhang Yue Huang 0001 Zhengqing Yuan Yanchi Ru Rui Su Yujun Zhou 0002 Xiangqi Wang Kehan Guo Nitesh V. Chawla Yanfang Ye 0001 Xiangliang Zhang 0001 PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models. 2026 April abs/2604.12995 CoRR https://doi.org/10.48550/arXiv.2604.12995 db/journals/corr/corr2604.html#abs-2604-12995 streams/journals/corr

Yue Huang 0001 Yuchen Ma 0005 Jiayi Ye Wenjie Wang Zipeng Ling Xingjian Hu Yuexing Hao Zichen Chen Zhangchen Xu Yunhong He Zhengqing Yuan Yujun Zhou 0002 Kehan Guo Chaoran Chen Toby Jia-Jun Li Stefan Feuerriegel Xiangliang Zhang 0001 NARRA-Gym for Evaluating Interactive Narrative Agents. 2026 May abs/2605.08503 CoRR https://doi.org/10.48550/arXiv.2605.08503 db/journals/corr/corr2605.html#abs-2605-08503 streams/journals/corr

Yichen Feng Yuetai Li Chunjiang Liu Yuanyuan Chen Fengqing Jiang Yue Huang 0001 Hang Hua Zhengqing Yuan Kaiyuan Zheng Luyao Niu Bhaskar Ramasubramanian Basel Alomair Xiangliang Zhang 0001 Misha Sra Zichen Chen Radha Poovendran Zhangchen Xu Visual Aesthetic Benchmark: Can Frontier Models Judge Beauty? 2026 May abs/2605.12684 CoRR https://doi.org/10.48550/arXiv.2605.12684 db/journals/corr/corr2605.html#abs-2605-12684 streams/journals/corr

Wenjie Wang Yue Huang 0001 Zhengqing Yuan Han Bao 0003 Shiyi Du Yuchen Ma 0005 Yue Zhao 0016 Yanfang Ye 0001 Zhaoxiang Zhang 0001 SpecAlign: Efficient Specification-Grounded Alignment of Large Language Models via Synthetic Data. 2026 June abs/2606.16276 CoRR https://doi.org/10.48550/arXiv.2606.16276 db/journals/corr/corr2606.html#abs-2606-16276 streams/journals/corr

Zhengtao Yao Runhao Li Xupeng Chen Jiayi Cheng Chenqian Le Michael Yue Jesson Wang Siheng Wang Guang Yang Haoyan Xu Chenhao Wei Zhengqing Yuan Youran Shen Yanfang Ye Junhao Dong 0001 PreDiff-LM: Pretrained Discrete Masked Diffusion Language Modeling with Hybrid Attention. 2026 July abs/2607.25157 CoRR https://doi.org/10.48550/arXiv.2607.25157 db/journals/corr/corr2607.html#abs-2607-25157 streams/journals/corr

Yue Huang 0001 Zhengzhe Jiang Xiaonan Luo Kehan Guo Haomin Zhuang Yujun Zhou 0002 Zhengqing Yuan Xiaoqi Sun Jules Schleinitz Yanbo Wang 0005 Shuhao Zhang Mihir Surve Nitesh V. Chawla Olaf Wiest Xiangliang Zhang 0001 ChemOrch: Empowering LLMs with Chemical Intelligence via Groundbreaking Synthetic Instructions. 2025 NeurIPS http://papers.nips.cc/paper_files/paper/2025/hash/0b43289db08ed60edc6451cb2132e203-Abstract-Conference.html conf/nips/2025 db/conf/nips/neurips2025.html#HuangJLGZZYSSWZ25

Peiyuan Jing Kinhei Lee Zhenxuan Zhang Huichi Zhou Zhengqing Yuan Zhifan Gao Lei Zhu 0003 Giorgos Papanastasiou Yingying Fang Guang Yang 0006 Reason Like a Radiologist: Chain-of-Thought and Reinforcement Learning for Verifiable Report Generation. 2025 April abs/2504.18453 CoRR https://doi.org/10.48550/arXiv.2504.18453 db/journals/corr/corr2504.html#abs-2504-18453 streams/journals/corr

Zhengqing Yuan Weixiang Sun Yixin Liu 0002 Huichi Zhou Rong Zhou 0007 Yiyang Li Zheyuan Zhang Wei Song Yue Huang Haolong Jia Keerthiram Murugesan Yu Wang Lifang He 0001 Jianfeng Gao 0001 Lichao Sun 0001 Yanfang Ye 0001 EfficientLLM: Efficiency in Large Language Models. 2025 May abs/2505.13840 CoRR https://doi.org/10.48550/arXiv.2505.13840 db/journals/corr/corr2505.html#abs-2505-13840 streams/journals/corr

Zehong Wang Zheyuan Liu 0010 Tianyi Ma Jiazheng Li 0012 Zheyuan Zhang 0008 Xingbo Fu Yiyang Li Zhengqing Yuan Wei Song Yijun Ma Qingkai Zeng 0001 Xiusi Chen Jianan Zhao 0002 Jundong Li Meng Jiang 0001 Pietro Lio Nitesh V. Chawla Chuxu Zhang Yanfang Ye 0001 Graph Foundation Models: A Comprehensive Survey. 2025 May abs/2505.15116 CoRR https://doi.org/10.48550/arXiv.2505.15116 db/journals/corr/corr2505.html#abs-2505-15116 streams/journals/corr

Yue Huang 0001 Zhengzhe Jiang Xiaonan Luo Kehan Guo Haomin Zhuang Yujun Zhou 0002 Zhengqing Yuan Xiaoqi Sun Jules Schleinitz Yanbo Wang 0005 Shuhao Zhang Mihir Surve Nitesh V. Chawla Olaf Wiest Xiangliang Zhang 0001 ChemOrch: Empowering LLMs with Chemical Intelligence via Synthetic Instructions. 2025 September abs/2509.16543 CoRR https://doi.org/10.48550/arXiv.2509.16543 db/journals/corr/corr2509.html#abs-2509-16543 streams/journals/corr

Zheyuan Zhang 0008 Kaiwen Shi Zhengqing Yuan Zehong Wang Tianyi Ma Keerthiram Murugesan Vincent Galassi Chuxu Zhang Yanfang Ye 0001 AgentRouter: A Knowledge-Graph-Guided LLM Router for Collaborative Multi-Agent Question Answering. 2025 October abs/2510.05445 CoRR https://doi.org/10.48550/arXiv.2510.05445 db/journals/corr/corr2510.html#abs-2510-05445 streams/journals/corr

Kaiwen Shi Zheyuan Zhang 0008 Zhengqing Yuan Keerthiram Murugesan Vincent Galassi Chuxu Zhang Yanfang Ye 0001 NG-Router: Graph-Supervised Multi-Agent Collaboration for Nutrition Question Answering. 2025 October abs/2510.09854 CoRR https://doi.org/10.48550/arXiv.2510.09854 db/journals/corr/corr2510.html#abs-2510-09854 streams/journals/corr

Yiyang Li Zehong Wang Zhengqing Yuan Zheyuan Zhang 0008 Keerthiram Murugesan Chuxu Zhang Yanfang Ye 0001 Interpretable Graph-Language Modeling for Detecting Youth Illicit Drug Use. 2025 October abs/2510.15961 CoRR https://doi.org/10.48550/arXiv.2510.15961 db/journals/corr/corr2510.html#abs-2510-15961 streams/journals/corr

Yunhong He Zhengqing Yuan Zhengzhong Tu Yanfang Ye 0001 Lichao Sun 0001 3D4D: An Interactive, Editable, 4D World Model via 3D Video Generation. 2025 November abs/2511.08536 CoRR https://doi.org/10.48550/arXiv.2511.08536 db/journals/corr/corr2511.html#abs-2511-08536 streams/journals/corr

Xiaoyu Ma Zhengqing Yuan Zheyuan Zhang 0008 Kaiwen Shi Lichao Sun 0001 Yanfang Ye 0001 BLURR: A Boosted Low-Resource Inference for Vision-Language-Action Models. 2025 December abs/2512.11769 CoRR https://doi.org/10.48550/arXiv.2512.11769 db/journals/corr/corr2512.html#abs-2512-11769 streams/journals/corr

Yunhong He Jianling Qiu Wei Zhang Zhengqing Yuan Fortifying Ethical Boundaries in AI: Advanced Strategies for Enhancing Security in Large Language Models. 2024 abs/2402.01725 CoRR https://doi.org/10.48550/arXiv.2402.01725 db/journals/corr/corr2402.html#abs-2402-01725

Yixin Liu 0002 Kai Zhang 0039 Yuan Li 0032 Zhiling Yan Chujie Gao Ruoxi Chen Zhengqing Yuan Yue Huang 0001 Hanchi Sun Jianfeng Gao 0001 Lifang He 0001 Lichao Sun 0001 Sora: A Review on Background, Technology, Limitations, and Opportunities of Large Vision Models. 2024 abs/2402.17177 CoRR https://doi.org/10.48550/arXiv.2402.17177 db/journals/corr/corr2402.html#abs-2402-17177

Zhengqing Yuan Ruoxi Chen Zhaoxu Li Haolong Jia Lifang He 0001 Chi Wang Lichao Sun 0001 Mora: Enabling Generalist Video Generation via A Multi-Agent Framework. 2024 abs/2403.13248 CoRR https://doi.org/10.48550/arXiv.2403.13248 db/journals/corr/corr2403.html#abs-2403-13248

Zhengqing Yuan Rong Zhou 0007 Hongyi Wang 0001 Lifang He 0001 Yanfang Ye 0001 Lichao Sun 0001 ViT-1.58b: Mobile Vision Transformers in the 1-bit Era. 2024 abs/2406.18051 CoRR https://doi.org/10.48550/arXiv.2406.18051 db/journals/corr/corr2406.html#abs-2406-18051 streams/journals/corr

Weixiang Sun Xiaocao You Ruizhe Zheng Zhengqing Yuan Xiang Li 0001 Lifang He 0001 Quanzheng Li Lichao Sun 0001 Bora: Biomedical Generalist Video Generation Model. 2024 abs/2407.08944 CoRR https://doi.org/10.48550/arXiv.2407.08944 db/journals/corr/corr2407.html#abs-2407-08944 streams/journals/corr

Zhiling Yan Weixiang Sun Rong Zhou 0007 Zhengqing Yuan Kai Zhang 0039 Yiwei Li 0002 Tianming Liu 0001 Quanzheng Li Xiang Li 0001 Lifang He 0001 Lichao Sun 0001 Biomedical SAM 2: Segment Anything in Biomedical Images and Videos. 2024 abs/2408.03286 CoRR https://doi.org/10.48550/arXiv.2408.03286 db/journals/corr/corr2408.html#abs-2408-03286 streams/journals/corr

Rong Zhou 0007 Zhengqing Yuan Zhiling Yan Weixiang Sun Kai Zhang 0039 Yiwei Li 0002 Yanfang Ye 0001 Xiang Li 0001 Lifang He 0001 Lichao Sun 0001 TTT-Unet: Enhancing U-Net with Test-Time Training Layers for Biomedical Image Segmentation. 2024 abs/2409.11299 CoRR https://doi.org/10.48550/arXiv.2409.11299 db/journals/corr/corr2409.html#abs-2409-11299 streams/journals/corr

Yunhong He Yifeng Xie Zhengqing Yuan Lichao Sun 0001 MLP-KAN: Unifying Deep Representation and Function Learning. 2024 abs/2410.03027 CoRR https://doi.org/10.48550/arXiv.2410.03027 db/journals/corr/corr2410.html#abs-2410-03027 streams/journals/corr

Yue Huang 0001 Zhengqing Yuan Yujun Zhou 0002 Kehan Guo Xiangqi Wang Haomin Zhuang Weixiang Sun Lichao Sun 0001 Jindong Wang 0001 Yanfang Ye 0001 Xiangliang Zhang 0001 Social Science Meets LLMs: How Reliable Are Large Language Models in Social Simulations? 2024 abs/2410.23426 CoRR https://doi.org/10.48550/arXiv.2410.23426 db/journals/corr/corr2410.html#abs-2410-23426 streams/journals/corr

Huiwen Xue Chenxin Sun Mingcheng Tang Chenrui Hu Zhengqing Yuan Min Huang Zhongzhe Xiao Effective acoustic parameters for automatic classification of performed and synthesized Guzheng music. 50 2023 December 2023 EURASIP J. Audio Speech Music. Process. 1 https://doi.org/10.1186/s13636-023-00320-8 db/journals/ejasmp/ejasmp2023.html#XueSTHYHX23

Zhengqing Yuan Huiwen Xue Chao Zhang Yongming Liu Hulk: Graph Neural Networks for Optimizing Regionally Distributed Computing Systems. 561-576 2023 IntelliSys (1) https://doi.org/10.1007/978-3-031-47721-8_38 conf/intellisys/2023-1 db/conf/intellisys/intellisys2023-1.html#YuanXZL23 Zhengqing Yuan Xiaolong Zhang Yue Wang Xuecong Hou Huiwen Xue Zhuanzhe Zhao Yongming Liu RPN: A Word Vector Level Data Augmentation Algorithm in Deep Learning for Language Understanding. 584-590 2023 SMC https://doi.org/10.1109/SMC53992.2023.10394204 conf/smc/2023 db/conf/smc/smc2023.html#YuanZWHXZL23

Zhengqing Yuan Huiwen Xue Chao Zhang Yuelin Lu Auto-Learning: An Adversarial Process of Two Pre-trained Models for Natural Language Generation. 2023 abs/2302.03896 CoRR https://doi.org/10.48550/arXiv.2302.03896 db/journals/corr/corr2302.html#abs-2302-03896

Zhengqing Yuan Huiwen Xue Chao Zhang Yongming Liu Hulk: Graph Neural Networks for Optimizing Regionally Distributed Computing Systems. 2023 abs/2302.13741 CoRR https://doi.org/10.48550/arXiv.2302.13741 db/journals/corr/corr2302.html#abs-2302-13741

Zhengqing Yuan Huiwen Xue Xinyi Wang Yongming Liu Zhuanzhe Zhao Kun Wang ArtGPT-4: Artistic Vision-Language Understanding with Adapter-enhanced MiniGPT-4. 2023 abs/2305.07490 CoRR https://doi.org/10.48550/arXiv.2305.07490 db/journals/corr/corr2305.html#abs-2305-07490

Zhengqing Yuan Zhaoxu Li Lichao Sun 0001 TinyGPT-V: Efficient Multimodal Large Language Model via Small Backbones. 2023 abs/2312.16862 CoRR https://doi.org/10.48550/arXiv.2312.16862 db/journals/corr/corr2312.html#abs-2312-16862

Zhengqing Yuan Zhuanzhe Zhao Yongming Liu Xiaolong Zhang Xuecong Hou Yue Wang RPN: A Word Vector Level Data Augmentation Algorithm in Deep Learning for Language Understanding. 2022 abs/2212.05961 CoRR https://doi.org/10.48550/arXiv.2212.05961 db/journals/corr/corr2212.html#abs-2212-05961

Basel Alomair Han Bao 0003 Nitesh V. Chawla Chaoran Chen Ruoxi Chen Xiusi Chen Xupeng Chen Yuanyuan Chen Zichen Chen Ziyi Chen Jiayi Cheng Junhao Dong 0001 Shiyi Du Yingying Fang Yichen Feng Stefan Feuerriegel Xingbo Fu Vincent Galassi Chujie Gao Jianfeng Gao 0001 Zhifan Gao Kehan Guo Yuexing Hao Lifang He 0001 Yunhong He Xuecong Hou Chenrui Hu Xingjian Hu Hang Hua Min Huang Yue Huang Yue Huang 0001 Haolong Jia Fengqing Jiang Meng Jiang 0001 Zhengzhe Jiang Peiyuan Jing Pengcheng Jing Chenqian Le Kinhei Lee Jiazheng Li 0012 Jundong Li Quanzheng Li Runhao Li Toby Jia-Jun Li Xiang Li 0001 Yiwei Li 0002 Yiyang Li Yuan Li 0032 Yuetai Li Zhaoxu Li Zipeng Ling Pietro LiòPietro Lio Chunjiang Liu Tianming Liu 0001 Wei Liu Yixin Liu 0002 Yongming Liu Zheyuan Liu 0010 Yuelin Lu Xiaonan Luo Mengxian Lyu Tianyi Ma Xiaoyu Ma Yijun Ma Yuchen Ma 0005 Keerthiram Murugesan Luyao Niu Giorgos Papanastasiou Cheng Peng 0009 Radha Poovendran Jianling Qiu Bhaskar Ramasubramanian Yanchi Ru S. U. Rui Jules Schleinitz Youran Shen Kaiwen Shi Kaleb E. Smith Wei Song Misha Sra Rui Su Chenxin Sun Hanchi Sun Lichao Sun 0001 Weixiang Sun Xiaoqi Sun Mihir Surve Mingcheng Tang Zhengzhong Tu Chi Wang Hongyi Wang 0001 Jesson Wang Jindong Wang 0001 Kun Wang Siheng Wang Wenjie Wang Xiangqi Wang Xinyi Wang Yanbo Wang 0005 Yu Wang Yue Wang Zehong Wang Chenhao Wei Olaf Wiest Yonghui Wu 0001 Zhongzhe Xiao Yifeng Xie Haoyan Xu Zhangchen Xu Huiwen Xue Zhiling Yan Guang Yang Guang Yang 0006 Zhengtao Yao Jiayi Ye Yanfang Ye Yanfang Ye 0001 Xiaocao You Michael Yue Qingkai Zeng 0001 Chao Zhang Chuxu Zhang Kai Zhang Kai Zhang 0039 Penghao Zhang Shuhao Zhang Wei Zhang Xiangliang Zhang 0001 Xiaolong Zhang Ying Zhang Zhaoxiang Zhang 0001 Zhenxuan Zhang Zheyuan Zhang Zheyuan Zhang 0008 Jianan Zhao 0002 Songlin Zhao Yue Zhao 0016 Zhuanzhe Zhao Kaiyuan Zheng Ruizhe Zheng Huichi Zhou Rong Zhou 0007 Yujun Zhou 0002 Lei Zhu 0003 Haomin Zhuang