uncertainty quantification

Explaining the Uncertain: Stochastic Shapley Values for Gaussian Process Models NeurIPS 2023 Explaining the Uncertainty in AI-Assisted Decision Making AAAI 2023 Exploring and Exploiting Uncertainty for Incomplete Multi-View Classification CVPR 2023 Exploring Large Language Models for Multi-Modal Out-of-Distribution Detection EMNLP 2023 Extending Conformal Prediction to Hidden Markov Models with Exact Validity via de Finetti’s Theorem for Markov Chains ICML 2023 Faithful Heteroscedastic Regression with Neural Networks AISTATS 2023 Federated Conformal Predictors for Distributed Uncertainty Quantification ICML 2023 Flexible Model Aggregation for Quantile Regression JMLR 2023 Flexible Visual Recognition by Evidential Modeling of Confusion and Ignorance ICCV 2023 Frequentist Uncertainty Quantification in Semi-Structured Neural Networks AISTATS 2023 Function-Space Regularization in Neural Networks: A Probabilistic Perspective ICML 2023 FUSSL: Fuzzy Uncertain Self Supervised Learning WACV 2023 GAUCHE: A Library for Gaussian Processes in Chemistry NeurIPS 2023 Gaussian Process Probes (GPP) for Uncertainty-Aware Probing NeurIPS 2023 GEN: Pushing the Limits of Softmax-Based Out-of-Distribution Detection CVPR 2023 Gradient-Based Quantification of Epistemic Uncertainty for Deep Object Detectors WACV 2023 Gradient-Based Uncertainty Attribution for Explainable Bayesian Deep Learning CVPR 2023 Guided Deep Kernel Learning UAI 2023 Heteroskedastic Geospatial Tracking with Distributed Camera Networks UAI 2023 HiGrad: Uncertainty Quantification for Online Learning and Stochastic Approximation JMLR 2023 How to Trust Your Diffusion Model: A Convex Optimization Approach to Conformal Risk Control ICML 2023 IIFL: Implicit Interactive Fleet Learning from Heterogeneous Human Supervisors CoRL 2023 Implicit Manifold Gaussian Process Regression NeurIPS 2023 Improvements on Uncertainty Quantification for Node Classification via Distance Based Regularization NeurIPS 2023 Improving Adaptive Conformal Prediction Using Self-Supervised Learning AISTATS 2023