Risk Management

From Predictions to Decisions: Using Lookahead Regularization NeurIPS 2020 Functional Martingale Residual Process for High-Dimensional Cox Regression with Model Averaging JMLR 2020 Gandalf: An Intelligent, End-To-End Analytics Service for Safe Deployment in Large-Scale Cloud Infrastructure NSDI 2020 Gradient Regularized V-Learning for Dynamic Treatment Regimes NeurIPS 2020 Handling Black Swan Events in Deep Learning with Diversely Extrapolated Neural Networks IJCAI 2020 Identifying Medication Abuse and Adverse Effects from Tweets: University of Michigan at #SMM4H 2020 COLING 2020 Identifying Model Weakness with Adversarial Examiner AAAI 2020 Impact of ASR on Alzheimer’s Disease Detection: All Errors are Equal, but Deletions are More Equal than Others EMNLP 2020 Improving Robustness via Risk Averse Distributional Reinforcement Learning L4DC 2020 Incorporating Expert-Based Investment Opinion Signals in Stock Prediction: A Deep Learning Framework AAAI 2020 Interpretable Multimodal Learning for Intelligent Regulation in Online Payment Systems IJCAI 2020 Inverse Reinforcement Learning for Team Sports: Valuing Actions and Players IJCAI 2020 IWE-Net: Instance Weight Network for Locating Negative Comments and its application to improve Traffic User Experience AAAI 2020 Joint Estimation and Analysis of Risk Behavior Ratings in Movie Scripts EMNLP 2020 Large-Scale Methods for Distributionally Robust Optimization NeurIPS 2020 Learning Bounds for Risk-sensitive Learning NeurIPS 2020 Learning for Dose Allocation in Adaptive Clinical Trials with Safety Constraints ICML 2020 Learning Robust Decision Policies from Observational Data NeurIPS 2020 Loss Control with Rank-one Covariance Estimate for Short-term Portfolio Optimization JMLR 2020 Market Manipulation: An Adversarial Learning Framework for Detection and Evasion IJCAI 2020 Measuring Forecasting Skill from Text ACL 2020 Mix-n-Match : Ensemble and Compositional Methods for Uncertainty Calibration in Deep Learning ICML 2020 Modeling Perception Errors towards Robust Decision Making in Autonomous Vehicles IJCAI 2020 NADS: Neural Architecture Distribution Search for Uncertainty Awareness ICML 2020 No Subclass Left Behind: Fine-Grained Robustness in Coarse-Grained Classification Problems NeurIPS 2020