Ahmed M. Alaa
- Bayesian Inference of Individualized Treatment Effects using Multi-task Gaussian Processes
2017/04/10 by Ahmed M. Alaa, Alaa, Ahmed M., Mihaela van der Schaar +1 · 17 citations
Computer Science · Mathematics · #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning in Healthcare #Statistical Methods and Inference
- How Faithful is your Synthetic Data? Sample-level Metrics for Evaluating and Auditing Generative Models
2021/02/17 by Ahmed M. Alaa, Alaa, Ahmed M., Boris van Breugel +5 · 16 citations
Computer Science · Decision Sciences · #Advanced Data Storage Technologies #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Scientific Computing and Data Management #Software Engineering Research #Topic Modeling
- Personalized Risk Scoring for Critical Care Prognosis Using Mixtures of Gaussian Processes
2017/04/27 by Ahmed M. Alaa, Jinsung Yoon, Scott Hu +1 · 19 citations
Computer Science · Medicine · #Machine Learning in Healthcare #Sepsis Diagnosis and Treatment #Gaussian Processes and Bayesian Inference
- DiffInfinite: Large Mask-Image Synthesis via Parallel Random Patch Diffusion in Histopathology
2023/06/23 by Marco Aversa, Gabriel Nobis, Aversa, Marco +23 · 5 citations
Computer Science · Biochemistry, Genetics and Molecular Biology · #AI in cancer detection #Generative Adversarial Networks and Image Synthesis #Cell Image Analysis Techniques
- AutoPrognosis: Automated Clinical Prognostic Modeling via Bayesian Optimization with Structured Kernel Learning
2018/02/20 by Ahmed M. Alaa, Mihaela van der Schaar, Alaa, Ahmed M. +1 · 2 citations
Computer Science · Health Professions · #Artificial Intelligence in Healthcare #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Machine Learning in Healthcare
- Self-Calibrating Conformal Prediction
2024/02/11 by Lars van der Laan, Ahmed Alaa, van der Laan, Lars +2 · 1 voice · 3 citations
Computer Science · #Face and Expression Recognition #Neural Networks and Applications
- Prediction-powered Generalization of Causal Inferences
2024/06/05 by İlker Demirel, Ahmed M. Alaa, Demirel, Ilker +5 · 4 citations
Computer Science · #Bayesian Modeling and Causal Inference #Anomaly Detection Techniques and Applications #Topic Modeling
- Conformal Meta-learners for Predictive Inference of Individual Treatment Effects
2023/08/28 by Ahmed M. Alaa, Zaid Ahmad, Alaa, Ahmed +3 · 3 citations
Mathematics · Economics, Econometrics and Finance · #Advanced Causal Inference Techniques #Statistical Methods and Inference #Health Systems, Economic Evaluations, Quality of Life
- A Systematic Analysis of Declining Medical Safety Messaging in Generative AI Models
2025/07/08 by Sonali Sharma, Sharma, Sonali, Ahmed M. Alaa +3 · 1 voice · 1 citation
Computer Science · #Computation and Language (cs.CL) #Computational Engineering #FOS: Computer and information sciences #Finance #Human-Computer Interaction (cs.HC) #and Science (cs.CE) #cs.CE #cs.CL #cs.HC
- Personalized Donor-Recipient Matching for Organ Transplantation
2016/11/12 by Jinsung Yoon, Yoon, Jinsung, Ahmed M. Alaa +5 · 1 citation
Medicine · Computer Science · #Transplantation: Methods and Outcomes #Machine Learning in Healthcare
- Learning Matching Representations for Individualized Organ Transplantation Allocation
2021/01/28 by Can Xu, Xu, Can, Ahmed M. Alaa +9 · 1 citation
Medicine · #FOS: Computer and information sciences #Hepatitis C virus research #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Organ Transplantation Techniques and Outcomes #Renal Transplantation Outcomes and Treatments
- Dr-LLaVA: Visual Instruction Tuning with Symbolic Clinical Grounding
2024/05/29 by Shenghuan Sun, Alexander Schubert, Sun, Shenghuan +11 · 2 citations
Medicine · #Artificial Intelligence (cs.AI) #Clinical Reasoning and Diagnostic Skills #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Personalized Risk Scoring for Critical Care Patients using Mixtures of Gaussian Process Experts
2016/05/03 by Ahmed M. Alaa, Alaa, Ahmed M., Jinsung Yoon +5 · 2 citations
Computer Science · Medicine · #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Healthcare Technology and Patient Monitoring #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Personalized Risk Scoring for Critical Care Prognosis using Mixtures of\n Gaussian Processes
2016/10/27 by Ahmed M. Alaa, Alaa, Ahmed M., Jinsung Yoon +5 · 1 citation
Computer Science · Medicine · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Healthcare Technology and Patient Monitoring #Machine Learning in Healthcare #Sepsis Diagnosis and Treatment
- Estimating Uncertainty in Multimodal Foundation Models using Public Internet Data
2023/10/15 by Shiladitya Dutta, Wei H, Dutta, Shiladitya +5 · 1 citation
Computer Science · Medicine · #Machine Learning in Healthcare #Radiomics and Machine Learning in Medical Imaging #AI in cancer detection
- ER-Reason: A Benchmark Dataset for LLM Clinical Reasoning in the Emergency Room
2025/05/28 by Nikita Mehandru, Mehandru, Nikita, Niloufar Golchini +15 · 3 citations
Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning in Healthcare #Topic Modeling
- Lifelong Knowledge Editing requires Better Regularization
2025/02/03 by Akshat Gupta, Phudish Prateepamornkul, Gupta, Akshat +9 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms