uncertainty estimation

Revisiting the Domain Shift and Sample Uncertainty in Multi-source Active Domain Transfer CVPR 2024 R-Tuning: Instructing Large Language Models to Say ‘I Don’t Know’ NAACL 2024 SEL-BALD: Deep Bayesian Active Learning with Selective Labels NeurIPS 2024 SelectIT: Selective Instruction Tuning for LLMs via Uncertainty-Aware Self-Reflection NeurIPS 2024 Self-Supervised 3D Human Mesh Recovery from a Single Image with Uncertainty-Aware Learning AAAI 2024 Semi-Supervised Dialogue Abstractive Summarization via High-Quality Pseudolabel Selection NAACL 2024 SeMOPO: Learning High-quality Model and Policy from Low-quality Offline Visual Datasets ICML 2024 Shedding Light on Large Generative Networks: Estimating Epistemic Uncertainty in Diffusion Models UAI 2024 Similarity-Navigated Conformal Prediction for Graph Neural Networks NeurIPS 2024 Split-Ensemble: Efficient OOD-aware Ensemble via Task and Model Splitting ICML 2024 STAR: Constraint LoRA with Dynamic Active Learning for Data-Efficient Fine-Tuning of Large Language Models ACL 2024 Structure Size as Confounder in Uncertainty Based Segmentation Quality Prediction MIDL 2024 Style Adaptation and Uncertainty Estimation for Multi-Source Blended-Target Domain Adaptation NeurIPS 2024 Suppressing Uncertainty in Gaze Estimation AAAI 2024 SURE: SUrvey REcipes for building reliable and robust deep networks CVPR 2024 TAU: Trajectory Data Augmentation with Uncertainty for Next POI Recommendation AAAI 2024 Transformer-Modulated Diffusion Models for Probabilistic Multivariate Time Series Forecasting ICLR 2024 Transitional Uncertainty with Layered Intermediate Predictions ICML 2024 Trigonometric Quadrature Fourier Features for Scalable Gaussian Process Regression AISTATS 2024 Uncertainty-Aware Cross-Modal Alignment for Hate Speech Detection COLING 2024 Uncertainty-aware Fine-tuning of Segmentation Foundation Models NeurIPS 2024 Uncertainty-aware retinal layer segmentation in OCT through probabilistic signed distance functions MIDL 2024 Uncertainty-Aware Source-Free Adaptive Image Super-Resolution with Wavelet Augmentation Transformer CVPR 2024 Uncertainty-based Offline Variational Bayesian Reinforcement Learning for Robustness under Diverse Data Corruptions NeurIPS 2024 Uncertainty Estimation by Density Aware Evidential Deep Learning ICML 2024