Risk Management

Risk-Aware Stochastic Shortest Path AAAI 2022 Risk-Driven Design of Perception Systems NeurIPS 2022 Risk-graded Safety for Handling Medical Queries in Conversational AI AACL 2022 Robustly-reliable learners under poisoning attacks COLT 2022 Robust Models are less Over-Confident NeurIPS 2022 Robustness in Multi-Objective Submodular Optimization: a Quantile Approach ICML 2022 Robustness Verification for Contrastive Learning ICML 2022 Role of Human-AI Interaction in Selective Prediction AAAI 2022 Safe Online Convex Optimization with Unknown Linear Safety Constraints AAAI 2022 Safe Optimal Design with Applications in Off-Policy Learning AISTATS 2022 SCRIB: Set-Classifier with Class-Specific Risk Bounds for Blackbox Models AAAI 2022 Self-distribution distillation: efficient uncertainty estimation UAI 2022 Semantic Shift Stability: Efficient Way to Detect Performance Degradation of Word Embeddings and Pre-trained Language Models AACL 2022 Spectral risk-based learning using unbounded losses AISTATS 2022 Stable Classification JMLR 2022 Test for non-negligible adverse shifts UAI 2022 The Effects of Reward Misspecification: Mapping and Mitigating Misaligned Models ICLR 2022 The Importance of Future Information in Credit Card Fraud Detection AISTATS 2022 Towards Controlling the Transmission of Diseases: Continuous Exposure Discovery over Massive-Scale Moving Objects IJCAI 2022 Tracking the risk of a deployed model and detecting harmful distribution shifts ICLR 2022 Tractable Explanations for d-DNNF Classifiers AAAI 2022 Training on the Test Set: Mapping the System-Problem Space in AI AAAI 2022 UQGAN: A Unified Model for Uncertainty Quantification of Deep Classifiers trained via Conditional GANs NeurIPS 2022 Using Contextual Sentence Analysis Models to Recognize ESG Concepts EMNLP 2022 Using Multimodal Data and AI to Dynamically Map Flood Risk AAAI 2022