Xia, Peng

1. MMed-RAG: Versatile Multimodal RAG System for Medical Vision Language Models
   2024/10/16 by Xia, Peng, Zhu, Kangyu, Li, Haoran +6 · 26 citations
   #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
2. Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers
   2025/06/30 by Su, Zhaochen, Xia, Peng, Guo, Hangyu +12 · 62 citations
   #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
3. RULE: Reliable Multimodal RAG for Factuality in Medical Vision Language Models
   2024/07/06 by Peng Xia, Kangyu Zhu, Xia, Peng +13 · 19 citations
   Biochemistry, Genetics and Molecular Biology · Computer Science · #Artificial Intelligence (cs.AI) #Biomedical Text Mining and Ontologies #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
4. CARES: A Comprehensive Benchmark of Trustworthiness in Medical Vision Language Models
   2024/06/10 by Peng Xia, Ze Chen, Xia, Peng +45 · 17 citations
   Biochemistry, Genetics and Molecular Biology · Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #Biomedical Text Mining and Ontologies #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling
5. MDocAgent: A Multi-Modal Multi-Agent Framework for Document Understanding
   2025/03/18 by Han, Siwei, Xia, Peng, Zhang, Ruiyi +4 · 19 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG)
6. WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
   2025/08/07 by Xinyu Geng, Peng Xia, Geng, Xinyu +25 · 28 citations
   Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Multimodal Machine Learning Applications #Topic Modeling
7. MMIE: Massive Multimodal Interleaved Comprehension Benchmark for Large Vision-Language Models
   2024/10/14 by Peng Xia, Xia, Peng, Siwei Han +21 · 9 citations
   Computer Science · #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
8. MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization
   2024/12/09 by Kangyu Zhu, Peng Xia, Zhu, Kangyu +9 · 8 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
9. NurViD: A Large Expert-Level Video Database for Nursing Procedure Activity Understanding
   2023/10/20 by Ming Hu, Hu, Ming, Lin Wang +17 · 5 citations
   Health Professions · Medicine · Nursing · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Nursing Diagnosis and Documentation #Pressure Ulcer Prevention and Management #Simulation-Based Education in Healthcare
10. Agent KB: Leveraging Cross-Domain Experience for Agentic Problem Solving
    2025/07/08 by Xiangru Tang, Tianrui Qin, Tang, Xiangru +31 · 22 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multi-Agent Systems and Negotiation #Reinforcement Learning in Robotics
11. MMedAgent-RL: Optimizing Multi-Agent Collaboration for Multimodal Medical Reasoning
    2025/05/31 by Peng Xia, Xia, Peng, Jinglu Wang +20 · 15 citations
    Computer Science · #Semantic Web and Ontologies #Natural Language Processing Techniques #Topic Modeling
12. LMPT: Prompt Tuning with Class-Specific Embedding Loss for Long-tailed Multi-Label Visual Recognition
    2023/05/08 by Peng Xia, Di Xu, Xia, Peng +7 · 3 citations
    Computer Science · #Text and Document Classification Technologies #Domain Adaptation and Few-Shot Learning #Multimodal Machine Learning Applications
13. 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
14. Latency-Aware Neural Architecture Search with Multi-Objective Bayesian Optimization
    2021/06/22 by David Eriksson, Eriksson, David, Pierce Chuang +17 · 2 citations
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Advanced Neural Network Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
15. TP-DRSeg: Improving Diabetic Retinopathy Lesion Segmentation with Explicit Text-Prompts Assisted SAM
    2024/06/22 by Wenxue Li, Li, Wenxue, Xinyu Xiong +7 · 4 citations
    Engineering · Health Professions · Medicine · #Artificial Intelligence in Healthcare #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Imaging and Analysis #Retinal Imaging and Analysis
16. Reciprocal Recommendation System for Online Dating
    2015/01/26 by Xia, Peng, Liu, Benyuan, Sun, Yizhou +1 · 1 citation
    #FOS: Computer and information sciences #Social and Information Networks (cs.SI)
17. MJ-VIDEO: Fine-Grained Benchmarking and Rewarding Video Preferences in Video Generation
    2025/02/03 by Tong, Haibo, Wang, Zhaoyang, Chen, Zhaorun +11 · 4 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
18. Anyprefer: An Agentic Framework for Preference Data Synthesis
    2025/04/27 by Zhou, Yiyang, Wang, Zhaoyang, Wang, Tianle +13 · 6 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
19. Generalizing to Unseen Domains in Diabetic Retinopathy with Disentangled Representations
    2024/06/10 by Peng Xia, Ming Hu, Xia, Peng +15 · 2 citations
    Medicine · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Retinal Imaging and Analysis
20. HGCLIP: Exploring Vision-Language Models with Graph Representations for Hierarchical Understanding
    2023/11/23 by Peng Xia, Xingtong Yu, Xia, Peng +11 · 1 citation
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning in Bioinformatics #Multimodal Machine Learning Applications
21. ChemMLLM: Chemical Multimodal Large Language Model
    2025/05/22 by Qian Tan, Dongzhan Zhou, Tan, Qian +13 · 5 citations
    Computer Science · Materials Science · #Computational Drug Discovery Methods #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science #Topic Modeling
22. Tongyi DeepResearch Technical Report
    2025/10/28 by Tongyi DeepResearch Team, Li, Baixuan, Zhang, Bo +54 · 3 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Multiagent Systems (cs.MA)
23. PhysUniBench: An Undergraduate-Level Physics Reasoning Benchmark for Multimodal Models
    2025/06/21 by Wang, Lintao, Su, Encheng, Liu, Jiaqi +13 · 4 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
24. Agent0: Unleashing Self-Evolving Agents from Zero Data via Tool-Integrated Reasoning
    2025/11/20 by Xia, Peng, Zeng, Kaide, Jiaqi Liu +10 · 3 citations
    Computer Science · #Multimodal Machine Learning Applications #Topic Modeling #Reinforcement Learning in Robotics
25. SilverTorch: A Unified Model-based System to Democratize Large-Scale Recommendation on GPUs
    2025/11/18 by Xue, Bi, Wu, Hong, Chen, Lei +29 · 1 citation
    Computer Science · #Advanced Graph Neural Networks #Big Data and Digital Economy #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Recommender Systems and Techniques