Publications

Publications by categories in reversed chronological order.

2026

  1. CVPR
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    CodeV: Code with Images for Faithful Visual Reasoning via Tool-Aware Policy Optimization
    Xinhai Hou, Shaoyuan Xu, Manan Biyani, and 4 more authors
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , 2026
    Oral (Top 1%) arXiv PDF Video Code Poster Slides
  2. ICML
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    CORRECT: COndensed eRror RECognition via knowledge Transfer in multi-agent systems
    Yifan Yu, Moyan Li, Shaoyuan Xu, and 4 more authors
    In International Conference on Machine Learning , 2026
    arXiv
  3. Nat. BME
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    Learning neuroimaging models from health system-scale data
    Yiwei Lyu, Samir Harake, Asadur Chowdury, and 18 more authors
    Nature Biomedical Engineering, 2026
    Code Website
  4. NOA
    hou2026intelligent_histology.png
    Intelligent histology for tumor neurosurgery
    Xinhai Hou, Akhil V Kondepudi, Cheng Jiang, and 27 more authors
    Neuro-Oncology Advances, 2026
    Website
  5. npj Digit. Med.
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    AI-driven label-free Raman spectromics for intraoperative spinal tumor assessment
    David Reinecke, Niklas Müller, Anna-Katharina Meissner, and 20 more authors
    npj Digital Medicine, 2026
    Website
  6. TMLR
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    Towards Scalable Language-Image Pre-training for 3D Medical Imaging
    Chenhui Zhao, Yiwei Lyu, Asadur Zaman Chowdury, and 6 more authors
    Transactions on Machine Learning Research, 2026
    arXiv Blog OpenReview

2025

  1. kondepudi2025health_teaser.png
    Health system learning achieves generalist neuroimaging models
    Akhil Kondepudi, Akshay Rao, Chenhui Zhao, and 14 more authors
    2025
    arXiv
  2. STAR Protoc.
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    Protocol to annotate and automate single-cell instance segmentation on stimulated Raman histology using deep learning
    Abhishek Bhattacharya, Eric Landgraf, Cheng Jiang, and 7 more authors
    STAR Protocols, 2025
    Website
  3. AAAI
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    Step-calibrated diffusion for biomedical optical image restoration
    Yiwei Lyu, Sung Jik Cha, Cheng Jiang, and 7 more authors
    Proceedings of the AAAI Conference on Artificial Intelligence, 2025, 2025
    arXiv Code
  4. Nature
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    Foundation models for fast, label-free detection of glioma infiltration
    Akhil Kondepudi, Melike Pekmezci, Xinhai Hou, and 8 more authors
    Nature, 2025
    PDF Code Website

2024

  1. CVPR
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    Super-resolution of biomedical volumes with 2D supervision
    Cheng Jiang, Alexander Gedeon, Yiwei Lyu, and 7 more authors
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) workshops , 2024
    arXiv Code Website
  2. NeurIPS AIM-FM
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    A self-supervised framework for learning whole slide representations
    Xinhai Hou, Cheng Jiang, Akhil Kondepudi, and 4 more authors
    Neural Information Processing Systems Workshop on Advancements In Medical Foundation Models, 2024
    arXiv

2023

  1. CVPR
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    Hierarchical discriminative learning improves visual representations of biomedical microscopy
    Cheng Jiang*, Xinhai Hou*, Akhil Kondepudi, and 5 more authors
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , 2023
    Highlight (Top 5%) arXiv PDF Code Website

2022

  1. NeurIPS D&B
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    OpenSRH: optimizing brain tumor surgery using intraoperative stimulated Raman histology
    Cheng Jiang*, Asadur Chowdury*, Xinhai Hou*, and 7 more authors
    Advances in neural information processing systems, 2022
    arXiv PDF Video Code Website

2021

  1. MBoC
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    Valproic acid-induced changes of 4D nuclear morphology in astrocyte cells
    Alexandr A Kalinin, Xinhai Hou, Alex S Ade, and 8 more authors
    Molecular Biology of the Cell, 2021
    Website