uncertainty quantification

Amortized Bayesian Meta-Learning for Low-Rank Adaptation of Large Language Models EMNLP 2025 Analyzing Uncertainty of LLM-as-a-Judge: Interval Evaluations with Conformal Prediction EMNLP 2025 An Approach to Quantify Plans Robustness in Real-world Applications IJCAI 2025 An Automatic Method to Estimate Correctness of RAG COLING 2025 An Empirical Analysis of Uncertainty in Large Language Model Evaluations ICLR 2025 Annotation Ambiguity Aware Semi-Supervised Medical Image Segmentation CVPR 2025 Approximating Full Conformal Prediction for Neural Network Regression with Gauss-Newton Influence ICLR 2025 Architecture-Aware Learning Curve Extrapolation via Graph Ordinary Differential Equation AAAI 2025 Are you sure? Measuring models bias in content moderation through uncertainty EMNLP 2025 Are You Sure You’re Positive? Consolidating Chain-of-Thought Agents with Uncertainty Quantification for Aspect-Category Sentiment Analysis ACL 2025 Artificial Kuramoto Oscillatory Neurons ICLR 2025 A Trusted Lesion-assessment Network for Interpretable Diagnosis of Coronary Artery Disease in Coronary CT Angiography AAAI 2025 A Unified Evaluation Framework for Epistemic Predictions AISTATS 2025 Automatically Adaptive Conformal Risk Control AISTATS 2025 BARNN: A Bayesian Autoregressive and Recurrent Neural Network ICML 2025 Bayesian Learning for Domain-Invariant Speaker Verification and Anti-Spoofing Interspeech 2025 Bayesian Low-Rank Learning (Bella): A Practical Approach to Bayesian Neural Networks AAAI 2025 Bayesian Score Calibration for Approximate Models JMLR 2025 Bayes without Underfitting: Fully Correlated Deep Learning Posteriors via Alternating Projections AISTATS 2025 BEDAA: Bayesian Enhanced DeBERTa for Uncertainty-Aware Authorship Attribution ACL 2025 Beyond Semantic Entropy: Boosting LLM Uncertainty Quantification with Pairwise Semantic Similarity ACL 2025 Beyond Sin-Squared Error: Linear Time Entrywise Uncertainty Quantification for Streaming PCA UAI 2025 Beyond the Score: Uncertainty-Calibrated LLMs for Automated Essay Assessment EMNLP 2025 Bridging the Gap between Variational Inference and Stochastic Gradient MCMC in Function Space ICLR 2025 Bridging the Vision-Brain Gap with an Uncertainty-Aware Blur Prior CVPR 2025