Uncertainty Quantification

On Information-Theoretic Measures of Predictive Uncertainty UAI 2025 On Subjective Uncertainty Quantification and Calibration in Natural Language Generation AISTATS 2025 Over the Top-1: Uncertainty-Aware Cross-Modal Retrieval with CLIP UAI 2025 Powerful batch conformal prediction for classification AISTATS 2025 Prediction-Centric Uncertainty Quantification via MMD AISTATS 2025 Prior2Former - Evidential Modeling of Mask Transformers for Assumption-Free Open-World Panoptic Segmentation ICCV 2025 Residual Reweighted Conformal Prediction for Graph Neural Networks UAI 2025 Scalable Bayesian Low-Rank Adaptation of Large Language Models via Stochastic Variational Subspace Inference UAI 2025 Semantic Ambiguity Modeling and Propagation for Fine-Grained Visual Cross View Geo-Localization AAAI 2025 Simulation-based Inference for High-dimensional Data using Surjective Sequential Neural Likelihood Estimation UAI 2025 Sparse Activations as Conformal Predictors AISTATS 2025 Stochastic Embeddings : A Probabilistic and Geometric Analysis of Out-of-Distribution Behavior UAI 2025 Strategic Conformal Prediction AISTATS 2025 StutterCut: Uncertainty-Guided Normalised Cut for Dysfluency Segmentation Interspeech 2025 The Consistency Hypothesis in Uncertainty Quantification for Large Language Models UAI 2025 Variance-Aware Linear UCB with Deep Representation for Neural Contextual Bandits AISTATS 2025 BEARS Make Neuro-Symbolic Models Aware of their Reasoning Shortcuts UAI 2024 Can Large Language Models Faithfully Express Their Intrinsic Uncertainty in Words? EMNLP 2024 Conformalized Teleoperation: Confidently Mapping Human Inputs to High-Dimensional Robot Actions RSS 2024 Conformal Language Modeling ICLR 2024 Cost-Sensitive Uncertainty-Based Failure Recognition for Object Detection UAI 2024 CSS: Contrastive Semantic Similarities for Uncertainty Quantification of LLMs UAI 2024 Early-Exit Neural Networks with Nested Prediction Sets UAI 2024 End-to-end Conditional Robust Optimization UAI 2024 Evaluating Bayesian deep learning for radio galaxy classification UAI 2024