Peng Xia

Venues

Frequent coauthors

Papers

1. MedVerse: Efficient and Reliable Medical Reasoning via DAG-Structured Parallel Execution
   ACL 2026 ·

   Jianwen Chen

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2. SimpleOCR: Rendering Visual Questions to Teach MLLMs to Read
   ACL 2026 ·

   Yibo Peng

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3. Anyprefer: An Agentic Framework for Preference Data Synthesis
   ICLR 2025 ·

   Yiyang Zhou

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4. MJ-Video: Benchmarking and Rewarding Video Generation with Fine-Grained Video Preference
   NeurIPS 2025 ·

   Haibo Tong

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5. MMIE: Massive Multimodal Interleaved Comprehension Benchmark for Large Vision-Language Models
   ICLR 2025 · Peng Xia
6. MMed-RAG: Versatile Multimodal RAG System for Medical Vision Language Models
   ICLR 2025 · Peng Xia
7. MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization
   ICML 2025 ·

   Kangyu Zhu

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8. Neighbor Does Matter: Density-Aware Contrastive Learning for Medical Semi-supervised Segmentation
   AAAI 2025 ·

   Feilong Tang

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9. Towards Realistic Semi-supervised Medical Image Classification
   AAAI 2025 ·

   Wenxue Li

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10. CARES: A Comprehensive Benchmark of Trustworthiness in Medical Vision Language Models
    NeurIPS 2024 · Peng Xia
11. Generalizing to Unseen Domains in Diabetic Retinopathy with Disentangled Representations
    MICCAI 2024 · Peng Xia
12. OphNet: A Large-Scale Video Benchmark for Ophthalmic Surgical Workflow Understanding
    ECCV 2024 ·

    Ming Hu

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13. RULE: Reliable Multimodal RAG for Factuality in Medical Vision Language Models
    EMNLP 2024 · Peng Xia
14. TP-DRSeg: Improving Diabetic Retinopathy Lesion Segmentation with Explicit Text-Prompts Assisted SAM
    MICCAI 2024 ·

    Wenxue Li

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