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cs.LG2024
Veridical Data Science for Medical Foundation Models
Ahmed Alaa, Bin Yu
The advent of foundation models (FMs) such as large language models (LLMs) has led to a cultural shift in data science, both in medicine and beyond. This shift involves moving away…
cs.AI2024★ 1 cited
Large Language Models as Co-Pilots for Causal Inference in Medical Studies
Ahmed Alaa, Rachael V. Phillips, Emre Kıcıman +3
The validity of medical studies based on real-world clinical data, such as observational studies, depends on critical assumptions necessary for drawing causal conclusions about med…
stat.ML2024
Self-Calibrating Conformal Prediction
Lars van der Laan, Ahmed M. Alaa
In machine learning, model calibration and predictive inference are essential for producing reliable predictions and quantifying uncertainty to support decision-making. Recognizing…