PPaperPicks

Peng Xia

14 papers at tracked venues · 10 at CORE A* · active 2024–2026

Venues

Frequent coauthors

Huaxiu Yao
×10
Zongyuan Ge
×6
Yiyang Zhou
×5
Hongtu Zhu
×4
Yun Li
×4
Zhaoyang Wang
×4
Wenhao Zheng
×4
Kangyu Zhu
×4
Feilong Tang
×4
Ming Hu
×4
Wenxue Li
×4
Gang Li
×3

Papers

  1. MedVerse: Efficient and Reliable Medical Reasoning via DAG-Structured Parallel Execution
    ACL 2026 ·
    Jianwen Chen
    ,
    Xinyu Yang
    , Peng Xia,
    Arian Azarang
    ,
    Yueh Z. Lee
    ,
    Gang Li
    ,
    Hongtu Zhu
    ,
    Yun Li
    ,
    Beidi Chen
    ,
    Huaxiu Yao
  2. SimpleOCR: Rendering Visual Questions to Teach MLLMs to Read
    ACL 2026 ·
    Yibo Peng
    , Peng Xia,
    Ding Zhong
    ,
    Kaide Zeng
    ,
    Siwei Han
    ,
    Yiyang Zhou
    ,
    Jiaqi Liu
    ,
    Ruiyi Zhang
    ,
    Huaxiu Yao
  3. Anyprefer: An Agentic Framework for Preference Data Synthesis
    ICLR 2025 ·
    Yiyang Zhou
    ,
    Zhaoyang Wang
    ,
    Tianle Wang
    ,
    Shangyu Xing
    , Peng Xia,
    Bo Li
    ,
    Kaiyuan Zheng
    ,
    Zijian Zhang
    ,
    Zhaorun Chen
    ,
    Wenhao Zheng
    ,
    Xuchao Zhang
    ,
    Chetan Bansal
    ,
    Weitong Zhang
    ,
    Ying Wei
    ,
    Mohit Bansal
    ,
    Huaxiu Yao
  4. MJ-Video: Benchmarking and Rewarding Video Generation with Fine-Grained Video Preference
    NeurIPS 2025 ·
    Haibo Tong
    ,
    Zhaoyang Wang
    ,
    Zhaorun Chen
    ,
    Haonian Ji
    ,
    Shi Qiu
    ,
    Siwei Han
    ,
    Kexin Geng
    ,
    Zhongkai Xue
    ,
    Yiyang Zhou
    , Peng Xia,
    Mingyu Ding
    ,
    Rafael Rafailov
    ,
    Chelsea Finn
    ,
    Huaxiu Yao
  5. MMIE: Massive Multimodal Interleaved Comprehension Benchmark for Large Vision-Language Models
    ICLR 2025 · Peng Xia,
    Siwei Han
    ,
    Shi Qiu
    ,
    Yiyang Zhou
    ,
    Zhaoyang Wang
    ,
    Wenhao Zheng
    ,
    Zhaorun Chen
    ,
    Chenhang Cui
    ,
    Mingyu Ding
    ,
    Linjie Li
    ,
    Lijuan Wang
    ,
    Huaxiu Yao
  6. MMed-RAG: Versatile Multimodal RAG System for Medical Vision Language Models
    ICLR 2025 · Peng Xia,
    Kangyu Zhu
    ,
    Haoran Li
    ,
    Tianze Wang
    ,
    Weijia Shi
    ,
    Sheng Wang
    ,
    Linjun Zhang
    ,
    James Zou
    ,
    Huaxiu Yao
  7. MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization
    ICML 2025 ·
    Kangyu Zhu
    , Peng Xia,
    Yun Li
    ,
    Hongtu Zhu
    ,
    Sheng Wang
    ,
    Huaxiu Yao
  8. Neighbor Does Matter: Density-Aware Contrastive Learning for Medical Semi-supervised Segmentation
    AAAI 2025 ·
    Feilong Tang
    ,
    Zhongxing Xu
    ,
    Ming Hu
    ,
    Wenxue Li
    , Peng Xia,
    Yiheng Zhong
    ,
    Hanjun Wu
    ,
    Jionglong Su
    ,
    Zongyuan Ge
  9. Towards Realistic Semi-supervised Medical Image Classification
    AAAI 2025 ·
    Wenxue Li
    ,
    Lie Ju
    ,
    Feilong Tang
    , Peng Xia,
    Xinyu Xiong
    ,
    Ming Hu
    ,
    Lei Zhu
    ,
    Zongyuan Ge
  10. CARES: A Comprehensive Benchmark of Trustworthiness in Medical Vision Language Models
    NeurIPS 2024 · Peng Xia,
    Ze Chen
    ,
    Juanxi Tian
    ,
    Yangrui Gong
    ,
    Ruibo Hou
    ,
    Yue Xu
    ,
    Zhenbang Wu
    ,
    Zhiyuan Fan
    ,
    Yiyang Zhou
    ,
    Kangyu Zhu
    ,
    Wenhao Zheng
    ,
    Zhaoyang Wang
    ,
    Xiao Wang
    ,
    Xuchao Zhang
    ,
    Chetan Bansal
    ,
    Marc Niethammer
    ,
    Junzhou Huang
    ,
    Hongtu Zhu
    ,
    Yun Li
    ,
    Jimeng Sun
    ,
    Zongyuan Ge
    ,
    Gang Li
    ,
    James Y. Zou
    ,
    Huaxiu Yao
  11. Generalizing to Unseen Domains in Diabetic Retinopathy with Disentangled Representations
    MICCAI 2024 · Peng Xia,
    Ming Hu
    ,
    Feilong Tang
    ,
    Wenxue Li
    ,
    Wenhao Zheng
    ,
    Lie Ju
    ,
    Peibo Duan
    ,
    Huaxiu Yao
    ,
    Zongyuan Ge
  12. OphNet: A Large-Scale Video Benchmark for Ophthalmic Surgical Workflow Understanding
    ECCV 2024 ·
    Ming Hu
    , Peng Xia,
    Lin Wang
    ,
    Siyuan Yan
    ,
    Feilong Tang
    ,
    Zhongxing Xu
    ,
    Yimin Luo
    ,
    Kaimin Song
    ,
    Jürgen Leitner
    ,
    Xuelian Cheng
    ,
    Jun Cheng
    ,
    Chi Liu
    ,
    Kaijing Zhou
    ,
    Zongyuan Ge
  13. RULE: Reliable Multimodal RAG for Factuality in Medical Vision Language Models
    EMNLP 2024 · Peng Xia,
    Kangyu Zhu
    ,
    Haoran Li
    ,
    Hongtu Zhu
    ,
    Yun Li
    ,
    Gang Li
    ,
    Linjun Zhang
    ,
    Huaxiu Yao
  14. TP-DRSeg: Improving Diabetic Retinopathy Lesion Segmentation with Explicit Text-Prompts Assisted SAM
    MICCAI 2024 ·
    Wenxue Li
    ,
    Xinyu Xiong
    , Peng Xia,
    Lie Ju
    ,
    Zongyuan Ge