publications

publications in reversed chronological order.

2026

  1. IJCAI
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    CardioBench: Do Echocardiography Foundation Models Generalize Beyond the Lab?
    Darya Taratynova, Ahmed Aly, Numan Saeed, and Mohammad Yaqub
    In Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI-ECAI), 2026
    arXiv
  2. arXiv
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    EchoSonar-R: A Multi-View Reasoning-Enabled Model for Disease Classification and Report Generation in Echocardiography
    Darya Taratynova, Ahmed Aly, Numan Saeed, and Mohammad Yaqub
    arXiv preprint arXiv:2606.28164, 2026
    arXiv

2025

  1. arXiv
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    A Multimodal and Multi-centric Head and Neck Cancer Dataset for Segmentation, Diagnosis and Outcome Prediction
    Numan Saeed, Salma Hassan, Shahad Hardan, Ahmed Aly, Darya Taratynova, Umair Nawaz, Ufaq Khan, Muhammad Ridzuan, and others
    arXiv preprint arXiv:2509.00367, 2025
    arXiv
  2. MICCAI
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    MS-Multi-Spine Challenge Proceedings
    Benoit Combès, Anne Kerbrat, Romain Casey, and 4 more authors
    In MICCAI Challenge on MS Lesion Segmentation in Spinal Cord MRIs (MS-Multi-Spine), 2025
    2nd place HTML
  3. AAAI
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    Language and Planning in Robotic Navigation: A Multilingual Evaluation of State-of-the-Art Models
    Malak Mansour, Ahmed Aly, Bahey Tharwat, and 3 more authors
    In Workshop on Language Models for Planning (LM4Plan) at AAAI 2025, 2025
    arXiv