Wang, Serena

1. 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
2. Training Well-Generalizing Classifiers for Fairness Metrics and Other Data-Dependent Constraints
   2018/06/29 by Andrew Cotter, Cotter, Andrew, Maya R. Gupta +13 · 5 citations
   Computer Science · Social Sciences · #Explainable Artificial Intelligence (XAI) #Ethics and Social Impacts of AI #Adversarial Robustness in Machine Learning
3. Pairwise Fairness for Ranking and Regression
   2019/06/12 by Narasimhan, Harikrishna, Cotter, Andrew, Gupta, Maya +1 · 3 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
4. Variational Refinement for Importance Sampling Using the Forward Kullback-Leibler Divergence
   2021/06/30 by Jerfel, Ghassen, Wang, Serena, Fannjiang, Clara +3 · 3 citations
   #Computation (stat.CO) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
5. 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
6. 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
7. Proxy Fairness
   2018/06/28 by Gupta, Maya, Cotter, Andrew, Fard, Mahdi Milani +1 · 1 citation
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
8. 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
9. Operationalizing Counterfactual Metrics: Incentives, Ranking, and Information Asymmetry
   2023/05/24 by Serena Wang, Wang, Serena, Stephen Bates +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)
10. 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
11. 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)