Berk Ustun

1. Repairing without Retraining: Avoiding Disparate Impact with\n Counterfactual Distributions
   2019/01/29 by Hao Wang, Berk Ustun, Wang, Hao +3 · 6 citations
   Computer Science · Social Sciences · #Computers and Society (cs.CY) #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
2. Interpretable Classification Models for Recidivism Prediction
   2016/09/05 by Jiaming Zeng, Berk Ustun, Cynthia Rudin · 4 citations
   Computer Science · Social Sciences · #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #Imbalanced Data Classification Techniques
3. Concept Bottleneck Large Language Models
   2024/12/11 by Chung-En Sun, Tuomas Oikarinen, Sun, Chung-En +5 · 11 citations
   Computer Science · Decision Sciences · #Bayesian Modeling and Causal Inference #Computation and Language (cs.CL) #Data Quality and Management #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling
4. Predictive Multiplicity in Probabilistic Classification
   2022/06/02 by Jamelle Watson-Daniels, Watson-Daniels, Jamelle, David C. Parkes +3 · 4 citations
   Computer Science · Mathematics · #Advanced Causal Inference Techniques #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Machine Learning (cs.LG) #Statistical Methods and Inference
5. Feature Responsiveness Scores: Model-Agnostic Explanations for Recourse
   2024/10/29 by Harry Cheon, Cheon, Harry, Anneke Wernerfelt +5 · 1 voice · 3 citations
   Computer Science · #Explainable Artificial Intelligence (XAI)
6. Predictive Churn with the Set of Good Models
   2024/02/12 by Jamelle Watson-Daniels, Watson-Daniels, Jamelle, Flávio P. Calmon +9 · 3 citations
   Business, Management and Accounting · Decision Sciences · #Customer churn and segmentation #FOS: Computer and information sciences #Forecasting Techniques and Applications #Machine Learning (cs.LG)
7. Explanations are a Means to an End: Decision Theoretic Explanation Evaluation
   2025/06/28 by Ziyang Guo, Hullman, Jessica, Berk Ustun +3 · 2 voices · 1 citation
   Computer Science · Neuroscience · #Adversarial Robustness in Machine Learning #Embodied and Extended Cognition #Explainable Artificial Intelligence (XAI) #cs.AI #stat.ML