Alaa Lab

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10 repositories

ER-Reason
Public
Official Codebase for "ER-Reason: A Benchmark Dataset for LLM-Based Clinical Reasoning in the Emergency Room"
Jupyter Notebook
•1•15•1•0•Updated Sep 16, 2025Sep 16, 2025
H-learner
Public
Python
•0•0•0•0•Updated Jun 16, 2025Jun 16, 2025
Dr-LLaVA
Public
[ NeurIPS MAR 2024 ] Official Codebase for "Dr-LLaVA: Visual Instruction Tuning with Symbolic Clinical Grounding"
Python
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GNU General Public License v3.0
•0•2•0•0•Updated Dec 4, 2024Dec 4, 2024
med-real2sim
Public
[ NeurIPS 2024 ] Official Codebase for "Med-Real2Sim: Non-Invasive Medical Digital Twins using Physics-Informed Self-Supervised Learning"
Jupyter Notebook
•6•11•1•0•Updated Oct 19, 2024Oct 19, 2024
InstructCV
Public
[ ICLR 2024 ] Official Codebase for "InstructCV: Instruction-Tuned Text-to-Image Diffusion Models as Vision Generalists"
generative-model text-to-image multi-task-learning diffusion-models stable-diffusion vision-language-model
Python
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Other
•39•461•3•0•Updated Apr 27, 2024Apr 27, 2024
WebCP
Public
[ NeurIPS 2023 R0-FoMo Workshop ] Official Codebase for "Estimating Uncertainty in Multimodal Foundation Models using Public Internet Data"
uncertainty-estimation zero-shot-learning conformal-prediction zero-shot-classification clip-model foundation-models vision-language-model
Jupyter Notebook
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MIT License
•1•7•0•0•Updated Mar 28, 2024Mar 28, 2024
pathologist-in-the-loop
Public
[ NeurIPS 2023 ] Official Codebase for "Aligning Synthetic Medical Images with Clinical Knowledge using Human Feedback"
synthetic-data human-feedback rlhf pathology-images
Python
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MIT License
•1•19•0•0•Updated Oct 19, 2023Oct 19, 2023
conformal-metalearners
Public
[ NeurIPS 2023 ] Official Codebase for "Conformal Meta-learners for Predictive Inference of Individual Treatment Effects"
uncertainty-estimation conformal-prediction treatment-effect-estimation causal-effects predictive-inference
Python
•7•45•0•0•Updated Oct 19, 2023Oct 19, 2023
ETAB
Public
[ NeurIPS 2022 ] Official Codebase for "ETAB: A Benchmark Suite for Visual Representation Learning in Echocardiography"
medical-imaging cardiac-segmentation cardiology echocardiography clinical-ai echocardiogram ml4h
Jupyter Notebook
•11•28•2•0•Updated Aug 29, 2022Aug 29, 2022
deep-learning-uncertainty
Public
Literature survey, paper reviews, experimental setups and a collection of implementations for baselines methods for predictive uncertainty estimation in deep learning models.
deep-neural-networks deep-learning uncertainty-quantification uncertainty-estimation prediction-uncertainty
Jupyter Notebook
•78•634•0•1•Updated Aug 1, 2022Aug 1, 2022