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12 repositories

ZNet
Public
Official Codebase for "ZNet: Causal Effect Estimation with Learned Instrument Representations"
representation-learning causal-inference instrumental-variables
representation-learning causal-inference instrumental-variables
Jupyter Notebook
•0•0•0•0•Updated Mar 30, 2026Mar 30, 2026
test-time-hinting
Public
0•0•0•0•Updated Mar 19, 2026Mar 19, 2026
ER-Reason
Public
Official Codebase for "ER-Reason: A Benchmark Dataset for LLM-Based Clinical Reasoning in the Emergency Room"
emergency-medicine clinical-reasoning llm-evaluation
emergency-medicine clinical-reasoning llm-evaluation llm-benchmarking reasoning-language-models medical-llms medical-llm-benchmarks
Jupyter Notebook
•1•21•2•0•Updated Oct 28, 2025Oct 28, 2025
H-learner
Public
[ AISTATS 2026 ] Official Codebase for "Hybrid Meta-learners for Estimating Heterogeneous Treatment Effects"
causal-inference treatment-effect-estimation
causal-inference treatment-effect-estimation
Python
•0•1•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"
post-training reinforcement-learning-from-human-feedback multimodal-large-language-models
post-training reinforcement-learning-from-human-feedback multimodal-large-language-models verifiable-rewards medical-vlms
Python
•
GNU General Public License v3.0
•0•4•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"
inverse-problems digital-twins counterfactual-inference
inverse-problems digital-twins counterfactual-inference physics-informed-neural-networks
Jupyter Notebook
•8•21•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
generative-model text-to-image multi-task-learning diffusion-models stable-diffusion vision-language-model
Python
•
Other
•39•459•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
uncertainty-estimation zero-shot-learning conformal-prediction zero-shot-classification clip-model foundation-models vision-language-model
Jupyter Notebook
•
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
synthetic-data human-feedback rlhf pathology-images
Python
•
MIT License
•0•20•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
uncertainty-estimation conformal-prediction treatment-effect-estimation causal-effects predictive-inference
Python
•8•47•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
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 le…
deep-neural-networks deep-learning uncertainty-quantification
deep-neural-networks deep-learning uncertainty-quantification uncertainty-estimation prediction-uncertainty
Jupyter Notebook
•78•638•0•1•Updated Aug 1, 2022Aug 1, 2022

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Alaa Lab

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All

12 repositories

ZNet

test-time-hinting

ER-Reason

H-learner

Dr-LLaVA

med-real2sim

InstructCV

WebCP

pathologist-in-the-loop

conformal-metalearners

ETAB

deep-learning-uncertainty

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Repositories list

12 repositories