risk management

Rethinking Safe Control in the Presence of Self-Seeking Humans AAAI 2023 Safe Multi-View Deep Classification AAAI 2023 TMID: A Comprehensive Real-world Dataset for Trademark Infringement Detection in E-Commerce EMNLP 2023 A Simple and Optimal Policy Design for Online Learning with Safety against Heavy-tailed Risk NeurIPS 2022 DGraph: A Large-Scale Financial Dataset for Graph Anomaly Detection NeurIPS 2022 Distributed Distributionally Robust Optimization with Non-Convex Objectives NeurIPS 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 Identifying Early Warning Signals from News Using Network Community Detection AAAI 2022 Knowledge Sharing via Domain Adaptation in Customs Fraud Detection AAAI 2022 Quantile Constrained Reinforcement Learning: A Reinforcement Learning Framework Constraining Outage Probability NeurIPS 2022 SCRIB: Set-Classifier with Class-Specific Risk Bounds for Blackbox Models AAAI 2022 Using Reinforcement Learning for Operating Educational Campuses Safely during a Pandemic (Student Abstract) AAAI 2022 Deep Portfolio Optimization via Distributional Prediction of Residual Factors AAAI 2021 ExGAN: Adversarial Generation of Extreme Samples AAAI 2021 Feature Clustering for Support Identification in Extreme Regions ICML 2021 Modeling Risky Choices in Unknown Environments ACML 2021 Modeling the Field Value Variations and Field Interactions Simultaneously for Fraud Detection AAAI 2021 Multimodal Multi-Speaker Merger & Acquisition Financial Modeling: A New Task, Dataset, and Neural Baselines ACL 2021 Optimal Best-Arm Identification Methods for Tail-Risk Measures NeurIPS 2021 Predictive Analytics for COVID-19 Social Distancing IJCAI 2021 Reinforcement Learning for Cost-Aware Markov Decision Processes ICML 2021 Revisiting the Calibration of Modern Neural Networks NeurIPS 2021 Uncertainty-Aware COVID-19 Detection from Imbalanced Sound Data Interspeech 2021 Value-at-Risk Optimization with Gaussian Processes ICML 2021