Serena Wang
- Optimization with Non-Differentiable Constraints with Applications to Fairness, Recall, Churn, and Other Goals
2018/09/11 by Andrew Cotter, Heinrich Jiang, Cotter, Andrew +11 · 6 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Stochastic Gradient Optimization Techniques
- Training Well-Generalizing Classifiers for Fairness Metrics and Other Data-Dependent Constraints
2018/06/29 by Andrew Cotter, Maya R. Gupta, Cotter, Andrew +13 · 5 citations
Computer Science · Social Sciences · #Explainable Artificial Intelligence (XAI) #Ethics and Social Impacts of AI #Adversarial Robustness in Machine Learning
- Robust Optimization for Fairness with Noisy Protected Groups
2020/02/21 by Serena Wang, Wang, Serena, Wenshuo Guo +9 · 3 citations
Computer Science · Decision Sciences · Social Sciences · #Advanced Bandit Algorithms Research #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
- Multi-Source Causal Inference Using Control Variates
2021/03/30 by Wenshuo Guo, Serena Wang, Guo, Wenshuo +7 · 2 citations
Mathematics · #Advanced Causal Inference Techniques #Statistical Methods and Inference #Statistical Methods and Bayesian Inference
- Deontological Ethics By Monotonicity Shape Constraints
2020/01/31 by Serena Wang, Maya R. Gupta, Wang, Serena +1 · 1 citation
Decision Sciences · Neuroscience · Social Sciences · #Artificial Intelligence (cs.AI) #Decision-Making and Behavioral Economics #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Psychology of Moral and Emotional Judgment
- Operationalizing Counterfactual Metrics: Incentives, Ranking, and Information Asymmetry
2023/05/24 by Serena Wang, Stephen Bates, Wang, Serena +5 · 1 citation
Economics, Econometrics and Finance · Mathematics · #Advanced Causal Inference Techniques #Computer Science and Game Theory (cs.GT) #Computers and Society (cs.CY) #FOS: Computer and information sciences #Healthcare Policy and Management #Machine Learning (cs.LG)
- The Disparate Effects of Partial Information in Bayesian Strategic Learning
2025/05/31 by Srikanth Avasarala, Serena Wang, Avasarala, Srikanth +3 · 3 citations
Decision Sciences · Social Sciences · #Artificial Intelligence (cs.AI) #Computer Science and Game Theory (cs.GT) #Experimental Behavioral Economics Studies #FOS: Computer and information sciences #Game Theory and Applications
- Relying on the Metrics of Evaluated Agents
2024/02/21 by Serena Wang, Wang, Serena, Michael I. Jordan +5 · 1 citation
Computer Science · #Artificial Intelligence in Games #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #FOS: Economics and business #Theoretical Economics (econ.TH)