Risk Management

FasterRisk: Fast and Accurate Interpretable Risk Scores NeurIPS 2022 Finite Sample Analysis of Mean-Volatility Actor-Critic for Risk-Averse Reinforcement Learning AISTATS 2022 Finite-Sum Coupled Compositional Stochastic Optimization: Theory and Applications ICML 2022 Forecasting Asset Dependencies to Reduce Portfolio Risk AAAI 2022 Forecasting the Number of Tenants At-Risk of Formal Eviction: A Machine Learning Approach to Inform Public Policy IJCAI 2022 FPI: Failure Point Isolation in Large-scale Conversational Assistants NAACL 2022 Gaussian Process Uniform Error Bounds with Unknown Hyperparameters for Safety-Critical Applications ICML 2022 Guided Attention Multimodal Multitask Financial Forecasting with Inter-Company Relationships and Global and Local News ACL 2022 Hedging as Reward Augmentation in Probabilistic Graphical Models NeurIPS 2022 Heterogeneous Interactive Snapshot Network for Review-Enhanced Stock Profiling and Recommendation IJCAI 2022 iDECODe: In-Distribution Equivariance for Conformal Out-of-Distribution Detection AAAI 2022 Identifying Corporate Credit Risk Sentiments from Financial News NAACL 2022 Instrumental Variable Regression with Confounder Balancing ICML 2022 Investigating the detection of Tortured Phrases in Scientific Literature COLING 2022 Iterative Stratified Testing and Measurement for Automated Model Updates EMNLP 2022 JAWS: Auditing Predictive Uncertainty Under Covariate Shift NeurIPS 2022 Knowledge Sharing via Domain Adaptation in Customs Fraud Detection AAAI 2022 Learning Pareto-Efficient Decisions with Confidence AISTATS 2022 Learning to Control Linear Systems can be Hard COLT 2022 Local Justice and the Algorithmic Allocation of Scarce Societal Resources AAAI 2022 Meeting Decision Tracker: Making Meeting Minutes with De-Contextualized Utterances AACL 2022 Meta-Learning Priors for Safe Bayesian Optimization CoRL 2022 Mitigating Neural Network Overconfidence with Logit Normalization ICML 2022 MMM: An Emotion and Novelty-aware Approach for Multilingual Multimodal Misinformation Detection AACL 2022 Model Agnostic Sample Reweighting for Out-of-Distribution Learning ICML 2022