Suchi Saria

1. FuseMoE: Mixture-of-Experts Transformers for Fleximodal Fusion
   2024/02/05 by Xing Han, Han, Xing, Huy V. Nguyen +7 · 18 citations
   Computer Science · #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #Machine Learning (cs.LG) #Speech Recognition and Synthesis
2. Reliable Decision Support using Counterfactual Models
   2017/03/30 by Peter Schulam, Suchi Saria, Schulam, Peter +1 · 9 citations
   Decision Sciences · #Artificial Intelligence (cs.AI) #Complex Systems and Decision Making #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
3. Data Augmentations for Improved (Large) Language Model Generalization
   2023/10/19 by Amir Feder, Yoav Wald, Feder, Amir +7 · 8 citations
   Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Natural Language Processing Techniques #Topic Modeling
4. Conformal Validity Guarantees Exist for Any Data Distribution (and How to Find Them)
   2024/05/10 by Drew Prinster, Prinster, Drew, Samuel C. Stanton +5 · 11 citations
   Decision Sciences · Mathematics · #Advanced Statistical Process Monitoring #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistical Methods and Inference
5. Can You Trust This Prediction? Auditing Pointwise Reliability After Learning
   2019/01/02 by Peter Schulam, Schulam, Peter, Suchi Saria +1 · 4 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Methodology (stat.ME)
6. Big Data In Health Care: Using Analytics To Identify And Manage High-Risk And High-Cost Patients
   2014/07/01 by David W. Bates, Suchi Saria, Lucila Ohno-Machado +2 · 2 citations
7. On Expert Estimation in Hierarchical Mixture of Experts: Beyond Softmax Gating Functions
   2024/10/03 by Huy Hoang Nguyen, Xing Han, Nguyen, Huy +7 · 6 citations
   Computer Science · #Distributed Sensor Networks and Detection Algorithms #Expert finding and Q&A systems #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Mobile Crowdsensing and Crowdsourcing
8. A Bayesian Nonparametric Approach for Estimating Individualized Treatment-Response Curves
   2016/08/18 by Yanbo Xu, Yanxun Xu, Xu, Yanbo +3 · 1 citation
   Computer Science · Mathematics · #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference
9. Discretizing Logged Interaction Data Biases Learning for Decision-Making
   2018/10/06 by Peter Schulam, Schulam, Peter, Suchi Saria +1 · 1 citation
   Computer Science · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Data Stream Mining Techniques #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Systems and Control (eess.SY) #Time Series Analysis and Forecasting #electronic engineering #information engineering
10. Artificial Intelligence for Social Good
    2019/01/16 by Gregory D. Hager, Hager, Gregory D., Ann W. Drobnis +19 · 1 citation
    Environmental Science · Psychology · #Computers and Society (cs.CY) #FOS: Computer and information sciences #Health, Environment, Cognitive Aging #Mental Health Research Topics
11. Active Learning for Decision-Making from Imbalanced Observational Data
    2019/04/10 by Iiris Sundin, Sundin, Iiris, Peter Schulam +9 · 1 citation
    Computer Science · Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Statistical Methods in Clinical Trials
12. Care to Explain? AI Explanation Types Differentially Impact Chest Radiograph Diagnostic Performance and Physician Trust in AI
    2024/11/01 by Drew Prinster, Amama Mahmood, Suchi Saria +4 · 1 voice · 2 citations
    Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #Clinical Reasoning and Diagnostic Skills #Explainable Artificial Intelligence (XAI)
13. High Frequency Remote Monitoring of Parkinson's Disease via Smartphone: Platform Overview and Medication Response Detection
    2016/01/05 by Andong Zhan, Zhan, Andong, Max A. Little +11 · 1 citation
    Engineering · Medicine · #Computers and Society (cs.CY) #FOS: Computer and information sciences #Muscle activation and electromyography studies #Parkinson's Disease Mechanisms and Treatments #Voice and Speech Disorders
14. Evaluating Model Robustness and Stability to Dataset Shift
    2020/10/28 by Adarsh Subbaswamy, Roy J. Adams, Subbaswamy, Adarsh +3 · 2 citations
    Computer Science · Health Professions · Medicine · #FOS: Computer and information sciences #Healthcare Operations and Scheduling Optimization #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Healthcare #Sepsis Diagnosis and Treatment
15. Discovering shared and individual latent structure in multiple time series
    2010/08/12 by Suchi Saria, Saria, Suchi, Daphne Koller +3 · 1 citation
    Computer Science · #Bayesian Methods and Mixture Models #Time Series Analysis and Forecasting #Gaussian Processes and Bayesian Inference
16. WATCH: Adaptive Monitoring for AI Deployments via Weighted-Conformal Martingales
    2025/05/07 by Drew Prinster, Xing Han, Prinster, Drew +5 · 2 citations
    Computer Science · Decision Sciences · Mathematics · #Advanced Statistical Process Monitoring #Artificial Intelligence (cs.AI) #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistical Methods and Inference