Risk Management

Are Uncertainty Quantification Capabilities of Evidential Deep Learning a Mirage? NeurIPS 2024 Are you sure? Analysing Uncertainty Quantification Approaches for Real-world Speech Emotion Recognition Interspeech 2024 A Unifying Post-Processing Framework for Multi-Objective Learn-to-Defer Problems NeurIPS 2024 Autobidder's Dilemma: Why More Sophisticated Autobidders Lead to Worse Auction Efficiency NeurIPS 2024 Avoiding Undesired Future with Minimal Cost in Non-Stationary Environments NeurIPS 2024 Bayesian Nonparametrics Meets Data-Driven Distributionally Robust Optimization NeurIPS 2024 Benchmarking PtO and PnO Methods in the Predictive Combinatorial Optimization Regime NeurIPS 2024 Beyond Catoni: Sharper Rates for Heavy-Tailed and Robust Mean Estimation COLT 2024 Boosted Conformal Prediction Intervals NeurIPS 2024 Bounding Box-based Multi-objective Bayesian Optimization of Risk Measures under Input Uncertainty AISTATS 2024 Bridging Distributional and Risk-sensitive Reinforcement Learning with Provable Regret Bounds JMLR 2024 Bridging Multicalibration and Out-of-distribution Generalization Beyond Covariate Shift NeurIPS 2024 Can LLMs Replace Clinical Doctors? Exploring Bias in Disease Diagnosis by Large Language Models EMNLP 2024 Can We Trust the Performance Evaluation of Uncertainty Estimation Methods in Text Summarization? EMNLP 2024 CAPA: An Architecture For Operating Cluster Networks With High Availability NSDI 2024 Catastrophic Goodhart: regularizing RLHF with KL divergence does not mitigate heavy-tailed reward misspecification NeurIPS 2024 CausalPC: Improving the Robustness of Point Cloud Classification by Causal Effect Identification CVPR 2024 Characterizing LLM Abstention Behavior in Science QA with Context Perturbations EMNLP 2024 Claim Check-Worthiness Detection: How Well do LLMs Grasp Annotation Guidelines? EMNLP 2024 Combining Machine Learning and Queueing Theory for Data-Driven Incarceration-Diversion Program Management AAAI 2024 Combining Statistical Depth and Fermat Distance for Uncertainty Quantification NeurIPS 2024 Conformal Contextual Robust Optimization AISTATS 2024 Conformal Inference for Online Prediction with Arbitrary Distribution Shifts JMLR 2024 Conformal Risk Control ICLR 2024 Controlling Counterfactual Harm in Decision Support Systems Based on Prediction Sets NeurIPS 2024