Uncertainty Quantification

ELBO, regularized maximum likelihood, and their common one-sample approximation for training stochastic neural networks UAI 2025 Enhancing Uncertainty Quantification in Large Language Models through Semantic Graph Density UAI 2025 Epistemic Monte Carlo Tree Search ICLR 2025 Epistemic Uncertainty and Excess Risk in Variational Inference AISTATS 2025 Epistemic Uncertainty in Conformal Scores: A Unified Approach UAI 2025 Evaluating Logit-Based GOP Scores for Mispronunciation Detection Interspeech 2025 Federated Posterior Sharing for Multi-Agent Systems in Uncertain Environments L4DC 2025 Functional Stochastic Gradient MCMC for Bayesian Neural Networks AISTATS 2025 Generative Uncertainty in Diffusion Models UAI 2025 Guaranteed Prediction Sets for Functional Surrogate Models UAI 2025 Improved Uncertainty Quantification in Physics-Informed Neural Networks Using Error Bounds and Solution Bundles UAI 2025 Incremental Uncertainty-aware Performance Monitoring with Active Labeling Intervention AISTATS 2025 Is Merging Worth It? Securely Evaluating the Information Gain for Causal Dataset Acquisition AISTATS 2025 Label Distribution Learning using the Squared Neural Family on the Probability Simplex UAI 2025 Learning Temporal Logic Predicates from Data with Statistical Guarantees L4DC 2025 Letting Uncertainty Guide Your Multimodal Machine Translation UAI 2025 Local Stochastic Sensitivity Analysis For Dynamical Systems AISTATS 2025 Looking into User’s Long-term Interests through the Lens of Conservative Evidential Learning ICLR 2025 MALTO at SemEval-2025 Task 3: Detecting Hallucinations in LLMs via Uncertainty Quantification and Larger Model Validation SemEval 2025 MATER: Multi-level Acoustic and Textual Emotion Representation for Interpretable Speech Emotion Recognition Interspeech 2025 Max-Rank: Efficient Multiple Testing for Conformal Prediction AISTATS 2025 Mitigating Audiovisual Mismatch in Visual-Guide Audio Captioning Interspeech 2025 MoSEs: Uncertainty-Aware AI-Generated Text Detection via Mixture of Stylistics Experts with Conditional Thresholds EMNLP 2025 Multi-group Uncertainty Quantification for Long-form Text Generation UAI 2025 Multimodal Learning with Uncertainty Quantification based on Discounted Belief Fusion AISTATS 2025