All Publications
| Title | Author | Year | Publication type |
|---|---|---|---|
| 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 |
| Generation of guideline-based clinical decision trees in oncology using large language models | Brenda Y. Miao; Eduardo Rodriguez Almaraz; Amir Ashraf Ganjouei; Arvind Suresh; Travis Zack; Maxim Bravo; Boris Oskotsky; Ahmed Alaa; Atul J. Butte | 2024 | Preprint |
| EEG-GPT: Exploring Capabilities of Large Language Models for EEG Classification and Interpretation | Jonathan W Kim; Ahmed Alaa; Danilo Bernardo | 2024 | Preprint |
| Generating new drug repurposing hypotheses using disease-specific hypergraphs | Ayush Jain; Marie Charpignon; Irene Y. Chen; Anthony Philippakis; Ahmed Alaa | 2024 | Pacific Symposium on Biocomputing (PSB) |
| Diffinfinite: Large mask-image synthesis via parallel random patch diffusion in histopathology | Marco Aversa; Gabriel Nobis; Miriam Hägele; Kai Standvoss; Mihaela Chirica; Roderick Murray-Smith; Ahmed Alaa; Lukas Ruff; Daniela Ivanova; Wojciech Samek; Frederick Klauschen; Bruno Sanguinetti; Luis Oala | 2024 | NeurIPS |
| Aligning synthetic medical images with clinical knowledge using human feedback | Shenghuan Sun; Gregory M. Goldgof; Atul J. Butte; Ahmed Alaa | 2024 | NeurIPS |
| Conformal meta-learners for predictive inference of individual treatment effects | Ahmed Alaa; Zaid Ahmad; Mark van der Laan | 2024 | NeurIPS |
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