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Parbhoo, Sonali

  1. Interpretable Off-Policy Evaluation in Reinforcement Learning by Highlighting Influential Transitions
    2020/02/10 by Gottesman, Omer, Futoma, Joseph, Liu, Yao +4 · 3 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  2. Beyond Sparsity: Tree Regularization of Deep Models for Interpretability
    2017/11/16 by Mike Wu, Michael C. Hughes, Wu, Mike +9 · 3 citations
    Computer Science · #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Machine Learning in Healthcare
  3. NCoRE: Neural Counterfactual Representation Learning for Combinations of Treatments
    2021/03/20 by Sonali Parbhoo, Stefan Bauer, Parbhoo, Sonali +3 · 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 #Methodology (stat.ME)
  4. Preferential Mixture-of-Experts: Interpretable Models that Rely on Human Expertise as much as Possible
    2021/01/13 by Pradier, Melanie F., Zazo, Javier, Parbhoo, Sonali +3 · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  5. Learning-to-defer for sequential medical decision-making under uncertainty
    2021/09/13 by Shalmali Joshi, Sonali Parbhoo, Joshi, Shalmali +3 · 1 citation
    Computer Science · Economics, Econometrics and Finance · Mathematics · #Advanced Causal Inference Techniques #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Health Systems, Economic Evaluations, Quality of Life #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  6. Informed MCMC with Bayesian Neural Networks for Facial Image Analysis
    2018/11/19 by Adam Kortylewski, Kortylewski, Adam, Mario Wieser +11 · 2 citations
    Computer Science · #Face recognition and analysis #Face and Expression Recognition #Generative Adversarial Networks and Image Synthesis
  7. Decision-Focused Model-based Reinforcement Learning for Reward Transfer
    2023/04/06 by Sharma, Abhishek, Parbhoo, Sonali, Gottesman, Omer +1 · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  8. Insights from the Inverse: Reconstructing LLM Training Goals Through Inverse Reinforcement Learning
    2024/10/16 by Joselowitz, Jared, Majumdar, Ritam, Jagota, Arjun +4 · 3 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences