Michael Oberst

1. Medical Adaptation of Large Language and Vision-Language Models: Are We Making Progress?
   2024/11/06 by Daniel P. Jeong, Saurabh Garg, Jeong, Daniel P. +5 · 4 voices · 10 citations
   Computer Science · #Multimodal Machine Learning Applications #cs.AI #cs.CL #cs.LG
2. Trajectory Inspection: A Method for Iterative Clinician-Driven Design of\n Reinforcement Learning Studies
   2020/10/08 by Christina X. Ji, Michael Oberst, Ji, Christina X. +5 · 3 citations
   Computer Science · Health Professions · Medicine · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Healthcare Operations and Scheduling Optimization #Hemodynamic Monitoring and Therapy #Machine Learning (cs.LG) #Machine Learning in Healthcare #Sepsis Diagnosis and Treatment
3. Evaluating Robustness to Dataset Shift via Parametric Robustness Sets
   2022/05/31 by Nikolaj Thams, Michael Oberst, Thams, Nikolaj +3 · 3 citations
   Computer Science · Mathematics · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Statistical Methods and Inference
4. Falsification of Internal and External Validity in Observational Studies via Conditional Moment Restrictions
   2023/01/30 by Zeshan Hussain, Hussain, Zeshan, Ming‐Chieh Shih +7 · 4 citations
   Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Methodology (stat.ME) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference
5. Treatment Policy Learning in Multiobjective Settings with Fully Observed\n Outcomes
   2020/06/01 by Soorajnath Boominathan, Michael Oberst, Boominathan, Soorajnath +7 · 2 citations
   Computer Science · Economics, Econometrics and Finance · Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Health Systems, Economic Evaluations, Quality of Life #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Healthcare
6. The Limited Impact of Medical Adaptation of Large Language and Vision-Language Models
   2024/11/13 by Daniel P. Jeong, Jeong, Daniel P., Pranav Mani +7 · 4 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
7. Falsification before Extrapolation in Causal Effect Estimation
   2022/09/27 by Zeshan Hussain, Hussain, Zeshan, Michael Oberst +5 · 2 citations
   Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference
8. Auditing Fairness under Unobserved Confounding
   2024/03/18 by Yewon Byun, Dylan Sam, Byun, Yewon +7 · 2 citations
   Social Sciences · #Experimental Behavioral Economics Studies
9. Just Trial Once: Ongoing Causal Validation of Machine Learning Models
   2025/02/13 by Jacob M. Chen, Chen, Jacob M., Michael Oberst +1 · 1 voice · 2 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #stat.ME
10. Benchmarking Observational Studies with Experimental Data under Right-Censoring
    2024/02/23 by İlker Demirel, Edward De Brouwer, Demirel, Ilker +9 · 2 citations
    Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistical Methods and Inference #Statistical Methods in Clinical Trials
11. No Free Lunch: Non-Asymptotic Analysis of Prediction-Powered Inference
    2025/05/26 by Pranav Mani, Mani, Pranav, Peng Xu +5 · 2 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis #Machine Learning in Healthcare
12. Towards Virtual Clinical Trials of Radiology AI with Conditional Generative Modeling
    2025/02/13 by Benjamin D. Killeen, Killeen, Benjamin D., Bohua Wan +10 · 1 citation
    Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Radiomics and Machine Learning in Medical Imaging
13. Bounding the Causal Impact of ML-assisted Decision-Making via Counterfactual Correctness
    2026/07/23 by Jonathan Zhang, Erik Skalnes, Jacob Chen +1
    #cs.LG