Risk Management

Limited Resource Allocation in a Non-Markovian World: The Case of Maternal and Child Healthcare IJCAI 2023 Loan Fraud Users Detection in Online Lending Leveraging Multiple Data Views AAAI 2023 Mean-Semivariance Policy Optimization via Risk-Averse Reinforcement Learning (Extended Abstract) IJCAI 2023 Measuring Consistency in Text-based Financial Forecasting Models ACL 2023 Mechanism Design for Collaborative Normal Mean Estimation NeurIPS 2023 Mixture Outlier Exposure: Towards Out-of-Distribution Detection in Fine-Grained Environments WACV 2023 Model Shapley: Equitable Model Valuation with Black-box Access NeurIPS 2023 Multi-channel Autobidding with Budget and ROI Constraints ICML 2023 Networked Restless Bandits with Positive Externalities AAAI 2023 Non-stationary Risk-Sensitive Reinforcement Learning: Near-Optimal Dynamic Regret, Adaptive Detection, and Separation Design AAAI 2023 On Calibrating Semantic Segmentation Models: Analyses and an Algorithm CVPR 2023 On Dynamic Programming Decompositions of Static Risk Measures in Markov Decision Processes NeurIPS 2023 One Risk to Rule Them All: A Risk-Sensitive Perspective on Model-Based Offline Reinforcement Learning NeurIPS 2023 On Monotonic Aggregation for Open-domain QA Interspeech 2023 On the Cost of Demographic Parity in Influence Maximization AAAI 2023 On the Powerfulness of Textual Outlier Exposure for Visual OoD Detection NeurIPS 2023 On the Privacy-Robustness-Utility Trilemma in Distributed Learning ICML 2023 On the Relationship Between Relevance and Conflict in Online Social Link Recommendations NeurIPS 2023 On Tilted Losses in Machine Learning: Theory and Applications JMLR 2023 OpenDataVal: a Unified Benchmark for Data Valuation NeurIPS 2023 Optimal robustness-consistency tradeoffs for learning-augmented metrical task systems AISTATS 2023 Optimal Transport Model Distributional Robustness NeurIPS 2023 Out-of-Distribution Detection and Selective Generation for Conditional Language Models ICLR 2023 Out-of-Distribution Detection Is Not All You Need AAAI 2023 PEN: Prediction-Explanation Network to Forecast Stock Price Movement with Better Explainability AAAI 2023