uncertainty quantification

BLoB: Bayesian Low-Rank Adaptation by Backpropagation for Large Language Models NeurIPS 2024 Boosted Conformal Prediction Intervals NeurIPS 2024 Boundary-Aware Uncertainty for Feature Attribution Explainers AISTATS 2024 Calibrating Language Models with Adaptive Temperature Scaling EMNLP 2024 Calibration-Tuning: Teaching Large Language Models to Know What They Don’t Know EACL 2024 Can Large Language Models Faithfully Express Their Intrinsic Uncertainty in Words? EMNLP 2024 Can LLMs Express Their Uncertainty? An Empirical Evaluation of Confidence Elicitation in LLMs ICLR 2024 Can LLMs Learn Uncertainty on Their Own? Expressing Uncertainty Effectively in A Self-Training Manner EMNLP 2024 CERET: Cost-Effective Extrinsic Refinement for Text Generation NAACL 2024 Characterizing LLM Abstention Behavior in Science QA with Context Perturbations EMNLP 2024 Classification with Conceptual Safeguards ICLR 2024 ClimODE: Climate and Weather Forecasting with Physics-informed Neural ODEs ICLR 2024 COLEP: Certifiably Robust Learning-Reasoning Conformal Prediction via Probabilistic Circuits ICLR 2024 Combining Confidence Elicitation and Sample-based Methods for Uncertainty Quantification in Misinformation Mitigation EACL 2024 Combining Statistical Depth and Fermat Distance for Uncertainty Quantification NeurIPS 2024 Computation-Aware Gaussian Processes: Model Selection And Linear-Time Inference NeurIPS 2024 Conditional Bayesian Quadrature UAI 2024 Confidence Matters: Enhancing Medical Image Classification Through Uncertainty-Driven Contrastive Self-Distillation MICCAI 2024 Confident Feature Ranking AISTATS 2024 Conformal Alignment: Knowing When to Trust Foundation Models with Guarantees NeurIPS 2024 Conformal Classification with Equalized Coverage for Adaptively Selected Groups NeurIPS 2024 Conformal Contextual Robust Optimization AISTATS 2024 Conformal Inverse Optimization NeurIPS 2024 Conformalized Credal Set Predictors NeurIPS 2024 Conformalized Multiple Testing after Data-dependent Selection NeurIPS 2024