All Publications
| Title | Author | Year | Publication type |
|---|---|---|---|
| Veridical Data Science for Medical Foundation Models | Ahmed Alaa; Bin Yu | 2024 | Preprint |
| Generative AI Enables Medical Image Segmentation in Ultra Low-Data Regimes | Li Zhang; Basu Jindal; Ahmed Alaa; Robert Weinreb; David Wilson; Eran Segal; James Zou; Pengtao Xie | 2024 | Preprint |
| Deep learning-derived splenic radiomics, genomics, and coronary artery disease | Meghana Kamineni; Vineet K Raghu; Buu Truong; Ahmed Alaa; Art Schuermans; Sam Freesun Friedman; Christopher C Reeder; Romit Bhattacharya; Peter Libby; Patrick T. Ellinor; Mahnaz Maddah; Anthony Philippakis; Whitney E Hornsby; Zhi Yu; Pradeep Natarajan | 2024 | Preprint |
| Large Language Models as Co-Pilots for Causal Inference in Medical Studies | Ahmed Alaa; Rachael V. Phillips; Emre Kıcıman; Laura B. Balzer; Mark van der Laan; Maya Petersen | 2024 | Preprint |
| Seq-to-Final: A Benchmark for Tuning from Sequential Distributions to a Final Time Point | Christina X Ji; Ahmed Alaa; David Sontag | 2024 | Preprint |
| Pruning the Way to Reliable Policies: A Multi-Objective Deep Q-Learning Approach to Critical Care | Ali Shirali; Alexander Schubert; Ahmed Alaa | 2024 | IEEE Journal of Biomedical and Health Informatics |
| Prediction-powered Generalization of Causal Inferences | Ilker Demirel; Ahmed Alaa; Anthony Philippakis; David Sontag | 2024 | ICML |
| Mean-field Chaos Diffusion Models | Sungwoo Park; Dongjun Kim; Ahmed Alaa | 2024 | ICML |
| Dr-LLaVA: Visual Instruction Tuning with Symbolic Clinical Grounding | Shenghuan Sun; Gregory M. Goldgof; Alexander Schubert; Zhiqing Sun; Thomas Hartvigsen; Atul J. Butte; Ahmed Alaa | 2024 | Preprint |
| Med-Real2Sim: Non-Invasive Medical Digital Twins using Physics-Informed Self-Supervised Learning | Keying Kuang; Frances Dean; Jack Jedlicki; David Ouyang; Anthony Philippakis; David Sontag; Ahmed Alaa | 2024 | Preprint |
| DMLR: Data-centric Machine Learning Research--Past, Present and Future | Luis Oala; Manil Maskey; Lilith Bat-Leah; Alicia Parrish; Nezihe Merve Gürel; Tzu-Sheng Kuo; Yang Liu; Rotem Dror; Danilo Brajovic; Xiaozhe Yao; Max Bartolo; William A Gaviria Rojas; Ryan Hileman; Rainier Aliment; Michael W Mahoney; Meg Risdal; Matthew Lease; Wojciech Samek; Debojyoti Dutta; Curtis G Northcutt; Cody Coleman; Braden Hancock; Bernard Koch; Girmaw Abebe Tadesse; Bojan Karlaš; Ahmed Alaa; Adji Bousso Dieng; Natasha Noy; Vijay Janapa Reddi; James Zou; Praveen Paritosh; Mihaela van der Schaar; Kurt Bollacker; Lora Aroyo; Ce Zhang; Joaquin Vanschoren; Isabelle Guyon; Peter Mattson | 2024 | Journal of Data-centric Machine Learning Research (DMLR) |
| Self-Consistent Conformal Prediction | Lars van der Laan; Ahmed Alaa | 2024 | Preprint |
| A machine learning approach for predicting textbook outcome after cytoreductive surgery and hyperthermic intraperitoneal chemotherapy | Amir Ashraf Ganjouei; Fernanda Romero-Hernandez; Jaeyun Jane Wang; Ahmed Hamed; Ahmed Alaa; David Bartlett; Adnan Alseidi; Mohammad Haroon Choudry; Mohamed Adam | 2024 | World Journal of Surgery |
| Evaluating Large Language Models as Agents in the Clinic | Nikita Mehandru; Brenda Y. Miao; Eduardo Rodriguez Almaraz; Madhumita Sushil; Atul J. Butte; Ahmed Alaa | 2024 | NPJ digital medicine |
| InstructCV: Instruction-Tuned Text-to-Image Diffusion Models as Vision Generalists | Yulu Gan; Sungwoo Park; Alexander Schubert; Anthony Philippakis; Ahmed Alaa | 2024 | ICLR |
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