Risk Management

Combating Sampling Bias: A Self-Training Method in Credit Risk Models AAAI 2022 Computationally Efficient Optimization of Plackett-Luce Ranking Models for Relevance and Fairness (Extended Abstract) IJCAI 2022 Constrained Prescriptive Trees via Column Generation AAAI 2022 Controlling the Complexity and Lipschitz Constant improves Polynomial Nets ICLR 2022 Counterfactual Plans under Distributional Ambiguity ICLR 2022 Counterfactual Prediction for Outcome-Oriented Treatments ICML 2022 COVID-EENet: Predicting Fine-Grained Impact of COVID-19 on Local Economies AAAI 2022 Data-driven Approach to Differentiating between Depression and Dementia from Noisy Speech and Language Data COLING 2022 Data-Driven Conditional Robust Optimization NeurIPS 2022 Debiased, Longitudinal and Coordinated Drug Recommendation through Multi-Visit Clinic Records NeurIPS 2022 Debiasing Samples from Online Learning Using Bootstrap AISTATS 2022 Decision-Dependent Risk Minimization in Geometrically Decaying Dynamic Environments AAAI 2022 Detecting Misclassification Errors in Neural Networks with a Gaussian Process Model AAAI 2022 DevianceNet: Learning to Predict Deviance from a Large-Scale Geo-Tagged Dataset AAAI 2022 DialogueGAT: A Graph Attention Network for Financial Risk Prediction by Modeling the Dialogues in Earnings Conference Calls EMNLP 2022 Direct Behavior Specification via Constrained Reinforcement Learning ICML 2022 Distributed Distributionally Robust Optimization with Non-Convex Objectives NeurIPS 2022 Distributional Reinforcement Learning for Risk-Sensitive Policies NeurIPS 2022 DocFin: Multimodal Financial Prediction and Bias Mitigation using Semi-structured Documents EMNLP 2022 Dynamic Incentive Mechanism Design for COVID-19 Social Distancing AAAI 2022 Efficient Risk-Averse Reinforcement Learning NeurIPS 2022 Empirical Risk Minimization under Random Censorship JMLR 2022 ESCADA: Efficient Safety and Context Aware Dose Allocation for Precision Medicine NeurIPS 2022 Evaluating Robustness to Dataset Shift via Parametric Robustness Sets NeurIPS 2022 Fast Distributionally Robust Learning with Variance-Reduced Min-Max Optimization AISTATS 2022