Risk Management

Soft Calibration Objectives for Neural Networks NeurIPS 2021 Stochastic Dueling Bandits with Adversarial Corruption ALT 2021 Supporting Complaints Investigation for Nursing and Midwifery Regulatory Agencies ACL 2021 Synthetic Design: An Optimization Approach to Experimental Design with Synthetic Controls NeurIPS 2021 Team 9: A Comparison of Simple vs. Complex Models for Suicide Risk Assessment NAACL 2021 The Art of Abstention: Selective Prediction and Error Regularization for Natural Language Processing ACL 2021 The LOB Recreation Model: Predicting the Limit Order Book from TAQ History Using an Ordinary Differential Equation Recurrent Neural Network AAAI 2021 The Sample Complexity of Robust Covariance Testing COLT 2021 Topological Machine Learning Methods for Power System Responses to Contingencies AAAI 2021 Towards optimally abstaining from prediction with OOD test examples NeurIPS 2021 Towards Robust and Reliable Algorithmic Recourse NeurIPS 2021 Uncertainty-Aware COVID-19 Detection from Imbalanced Sound Data Interspeech 2021 Understanding Factuality in Abstractive Summarization with FRANK: A Benchmark for Factuality Metrics NAACL 2021 Understanding Failures in Out-of-Distribution Detection with Deep Generative Models ICML 2021 Unintended Selection: Persistent Qualification Rate Disparities and Interventions NeurIPS 2021 Using Remote Sensing Imagery and Machine Learning to Predict Poaching in Wildlife Conservation Parks AAAI 2021 Validation Free and Replication Robust Volume-based Data Valuation NeurIPS 2021 Value-at-Risk Optimization with Gaussian Processes ICML 2021 Variance Penalized On-Policy and Off-Policy Actor-Critic AAAI 2021 Variational Disentanglement for Rare Event Modeling AAAI 2021 Versatile Verification of Tree Ensembles ICML 2021 WCSAC: Worst-Case Soft Actor Critic for Safety-Constrained Reinforcement Learning AAAI 2021 When and Why a Model Fails? A Human-in-the-loop Error Detection Framework for Sentiment Analysis NAACL 2021 Where there's Smoke, there's Fire: Wildfire Risk Predictive Modeling via Historical Climate Data AAAI 2021 Adaptive Sampling for Stochastic Risk-Averse Learning NeurIPS 2020