Xu, Zhongxing

1. More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models
   2025/05/23 by Chengzhi Liu, Zhongxing Xu, Liu, Chengzhi +13 · 24 citations
   Psychology · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Language, Metaphor, and Cognition
2. Hunting Attributes: Context Prototype-Aware Learning for Weakly Supervised Semantic Segmentation
   2024/03/12 by Feilong Tang, Tang, Feilong, Zhongxing Xu +9 · 6 citations
   Computer Science · #Multimodal Machine Learning Applications #Machine Learning and Data Classification #Human Pose and Action Recognition
3. OphCLIP: Hierarchical Retrieval-Augmented Learning for Ophthalmic Surgical Video-Language Pretraining
   2024/11/23 by Hu, Ming, Yuan, Kun, Shen, Yaling +17 · 9 citations
   #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
4. Seeing Far and Clearly: Mitigating Hallucinations in MLLMs with Attention Causal Decoding
   2025/05/22 by Tang, Feilong, Liu, Chengzhi, Xu, Zhongxing +9 · 14 citations
   #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
5. OphNet: A Large-Scale Video Benchmark for Ophthalmic Surgical Workflow Understanding
   2024/06/11 by Ming Hu, Hu, Ming, Peng Xia +25 · 4 citations
   Engineering · Medicine · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Imaging and Analysis #Retinal Imaging and Analysis #Surgical Simulation and Training
6. MMRC: A Large-Scale Benchmark for Understanding Multimodal Large Language Model in Real-World Conversation
   2025/02/17 by Haochen Xue, Xue, Haochen, Feilong Tang +29 · 4 citations
   Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Speech and dialogue systems
7. A Survey of Scientific Large Language Models: From Data Foundations to Agent Frontiers
   2025/08/28 by Mingjun Hu, Chenglong Ma, Hu, Ming +214 · 9 citations
   Computer Science · Materials Science · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning in Materials Science #Topic Modeling