uncertainty quantification

BUFF: Bayesian Uncertainty Guided Diffusion Probabilistic Model for Single Image Super-Resolution AAAI 2025 C2F-TP: A Coarse-to-Fine Denoising Framework for Uncertainty-Aware Trajectory Prediction AAAI 2025 Calibrated Computation-Aware Gaussian Processes AISTATS 2025 Calibrating Expressions of Certainty ICLR 2025 Calibrating LLM Confidence by Probing Perturbed Representation Stability EMNLP 2025 Calibrating Verbal Uncertainty as a Linear Feature to Reduce Hallucinations EMNLP 2025 CAMEL: Confidence-Aware Multi-Task Ensemble Learning with Spatial Information for Retina OCT Image Classification and Segmentation WACV 2025 Can Multiple Responses from an LLM Reveal the Sources of Its Uncertainty? EMNLP 2025 Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning Policies RSS 2025 CBMA: Improving Conformal Prediction through Bayesian Model Averaging ICLR 2025 CER: Confidence Enhanced Reasoning in LLMs ACL 2025 Certain but not Probable? Differentiating Certainty from Probability in LLM Token Outputs for Probabilistic Scenarios EMNLP 2025 CertainlyUncertain: A Benchmark and Metric for Multimodal Epistemic and Aleatoric Awareness ICLR 2025 Certainty in Uncertainty: Reasoning over Uncertain Knowledge Graphs with Statistical Guarantees EMNLP 2025 Clinical Measurements with Calibrated Instance-Dependent Confidence Interval MIDL 2025 Cocoon: Robust Multi-Modal Perception with Uncertainty-Aware Sensor Fusion ICLR 2025 CoDiCast: Conditional Diffusion Model for Global Weather Forecasting with Uncertainty Quantification IJCAI 2025 CoMapGS: Covisibility Map-based Gaussian Splatting for Sparse Novel View Synthesis CVPR 2025 ComparisonQA: Evaluating Factuality Robustness of LLMs Through Knowledge Frequency Control and Uncertainty ACL 2025 Conditional Diffusion Models are Medical Image Classifiers that Provide Explainability and Uncertainty for Free MIDL 2025 Conditional Prediction ROC Bands for Graph Classification AISTATS 2025 Confidence-Based Response Abstinence: Improving LLM Trustworthiness via Activation-Based Uncertainty Estimation EMNLP 2025 Conflicting Needles in a Haystack: How LLMs behave when faced with contradictory information EMNLP 2025 Conformalized Answer Set Prediction for Knowledge Graph Embedding NAACL 2025 Conformalized Interactive Imitation Learning: Handling Expert Shift and Intermittent Feedback ICLR 2025