Ahmed Alaa

20 papers A* 2Journal 17Unranked 1
YearRankTypeTitle / Venue / Authors
2026 J jnl
Advances in LLM Reasoning Enable Flexibility in Clinical Problem-Solving.
CoRR
Kie Shidara, Preethi Prem, Jonathan Kim, Anna Podlasek, Feng Liu, Ahmed Alaa, Danilo Bernardo
2026 J jnl
Aligning Language Model Benchmarks with Pairwise Preferences.
CoRR
Marco Gutierrez, Xinyi Leng, Hannah Cyberey, Jonathan Richard Schwarz, Ahmed Alaa, Thomas Hartvigsen
2026 J jnl
Causal Effect Estimation with Learned Instrument Representations.
CoRR
Frances Dean, Jenna Fields, Radhika Bhalerao, Marie-Laure Charpignon, Ahmed Alaa
2026 J jnl
ReasonEdit: Editing Vision-Language Models using Human Reasoning.
CoRR
Jiaxing Qiu, Kaihua Hou, Roxana Daneshjou, Ahmed Alaa, Thomas Hartvigsen
2025 J jnl
Conformal Prediction Sets with Improved Conditional Coverage using Trust Scores.
CoRR
Jivat Neet Kaur, Michael I. Jordan, Ahmed Alaa
2025 J jnl
Data reuse enables cost-efficient randomized trials of medical AI models.
CoRR
Michael Nercessian, Wenxin Zhang, Alexander Schubert, Daphne Yang, Maggie Chung, Ahmed Alaa, Adam Yala
2025 J jnl
ER-REASON: A Benchmark Dataset for LLM-Based Clinical Reasoning in the Emergency Room.
CoRR
Nikita Mehandru, Niloufar Golchini, David Bamman, Travis Zack, Melanie F. Molina, Ahmed Alaa
2025 J jnl
Limitations of Large Language Models in Clinical Problem-Solving Arising from Inflexible Reasoning.
CoRR
Jonathan W. Kim, Anna Podlasek, Kie Shidara, Feng Liu, Ahmed Alaa, Danilo Bernardo
2025 — conf
Position: Medical Large Language Model Benchmarks Should Prioritize Construct Validity.
ICML (Position Papers)
Ahmed Alaa, Thomas Hartvigsen, Niloufar Golchini, Shiladitya Dutta, Frances Dean, Inioluwa Deborah Raji, Travis Zack
2025 J jnl
Reliable agent engineering should integrate machine-compatible organizational principles.
CoRR
R. Patrick Xian, Garry A. Gabison, Ahmed Alaa, Christoph Riedl, Grigorios G. Chrysos
2025 A* conf
Viability of Machine Translation for Healthcare in Low-Resourced Languages.
EMNLP
Hellina Hailu Nigatu, Nikita Mehandru, Negasi Haile Abadi, Blen Gebremeskel, Ahmed Alaa, Monojit Choudhury
2024 J jnl
DMLR: Data-centric Machine Learning Research - Past, Present and Future.
J. Data-centric Mach. Learn. Res.
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 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 Karlas, Ahmed Alaa, Adji Bousso Dieng, Natasha F. Noy, Vijay Janapa Reddi, James Zou, Praveen K. Paritosh, Mihaela van der Schaar, Kurt Bollacker, Lora Aroyo, Ce Zhang, Joaquin Vanschoren, Isabelle Guyon, Peter Mattson
2024 J jnl
EEG-GPT: Exploring Capabilities of Large Language Models for EEG Classification and Interpretation.
CoRR
Jonathan W. Kim, Ahmed Alaa, Danilo Bernardo
2024 J jnl
Generative AI Enables Medical Image Segmentation in Ultra Low-Data Regimes.
CoRR
Li Zhang, Basu Jindal, Ahmed Alaa, Robert Weinreb, David Wilson, Eran Segal, James Zou, Pengtao Xie
2024 J jnl
Large Language Models as Co-Pilots for Causal Inference in Medical Studies.
CoRR
Ahmed Alaa, Rachael V. Phillips, Emre Kiciman, Laura Balzer, Mark J. van der Laan, Maya Petersen
2024 A* conf
Mean-field Chaos Diffusion Models.
ICML
Sungwoo Park, Dongjun Kim, Ahmed Alaa
2024 J jnl
Mean-field Chaos Diffusion Models.
CoRR
Sungwoo Park, Dongjun Kim, Ahmed Alaa
2024 J jnl
Pruning the Way to Reliable Policies: A Multi-Objective Deep Q-Learning Approach to Critical Care.
IEEE J. Biomed. Health Informatics
Ali Shirali, Alexander Schubert, Ahmed Alaa
2024 J jnl
Veridical Data Science for Medical Foundation Models.
CoRR
Ahmed Alaa, Bin Yu
2023 J jnl
Conformal Meta-learners for Predictive Inference of Individual Treatment Effects.
CoRR
Ahmed Alaa, Zaid Ahmad, Mark J. van der Laan