Shamout, Farah E.

7 publications

ICLR 2026 MedAraBench: Large-Scale Arabic Medical Question Answering Dataset and Benchmark Mouath Abu Daoud, Leen Kharouf, Omar El Hajj, Dana El Samad, Mariam Al-Omari, Jihad Mallat, Khaled Saleh, Nizar Habash, Farah E. Shamout

MLHC 2025 MedArabiQ: Benchmarking Large Language Models on Arabic Medical Tasks Mouath Abu Daoud, Chaimae Abouzahir, Leen Kharouf, Walid Al-Eisawi, Nizar Habash, Farah E. Shamout

CHIL 2025 MedMod: Multimodal Benchmark for Medical Prediction Tasks with Electronic Health Records and Chest X-Ray Scans Shaza Elsharief, Saeed Shurrab, Baraa Al Jorf, Leopoldo Julian Lechuga Lopez, Krzysztof J. Geras, Farah E. Shamout

MLHC 2025 MedPatch: Confidence-Guided Multi-Stage Fusion for Multimodal Clinical Data Baraa Al Jorf, Farah E. Shamout

CHIL 2025 Uncertainty Quantification for Machine Learning in Healthcare: A Survey Leopoldo Julian Lechuga Lopez, Shaza Elsharief, Dhiyaa Al Jorf, Firas Darwish, Congbo Ma, Farah E. Shamout

MLHC 2022 MedFuse: Multi-Modal Fusion with Clinical Time-Series Data and Chest X-Ray Images Nasir Hayat, Krzysztof J. Geras, Farah E. Shamout

MLHC 2021 Multi-Label Generalized Zero Shot Learning for the Classification of Disease in Chest Radiographs Nasir Hayat, Hazem Lashen, Farah E. Shamout