uncertainty estimation

Clustering Zero-Shot Uncertainty Estimations to Assess LLM Response Accuracy for Yes/No Q&A ACL 2025 Collaborative Instance Object Navigation: Leveraging Uncertainty-Awareness to Minimize Human-Agent Dialogues ICCV 2025 COME: Test-time Adaption by Conservatively Minimizing Entropy ICLR 2025 ComparisonQA: Evaluating Factuality Robustness of LLMs Through Knowledge Frequency Control and Uncertainty ACL 2025 Credal Wrapper of Model Averaging for Uncertainty Estimation in Classification ICLR 2025 Cross-Modal and Uncertainty-Aware Agglomeration for Open-Vocabulary 3D Scene Understanding CVPR 2025 Cross-Modal Imputation and Uncertainty Estimation for Spatial Transcriptomics AISTATS 2025 Ctrl-U: Robust Conditional Image Generation via Uncertainty-aware Reward Modeling ICLR 2025 DAMM-Diffusion: Learning Divergence-Aware Multi-Modal Diffusion Model for Nanoparticles Distribution Prediction CVPR 2025 DebUnc: Improving Large Language Model Agent Communication With Uncertainty Metrics EMNLP 2025 Decoding Uncertainty: The Impact of Decoding Strategies for Uncertainty Estimation in Large Language Models EMNLP 2025 Diffusion-based Decoupled Deterministic and Uncertain Framework for Probabilistic Multivariate Time Series Forecasting ICLR 2025 Diffusion Epistemic Uncertainty with Asymmetric Learning for Diffusion-Generated Image Detection ICCV 2025 Diffusion Model Guided Sampling with Pixel-Wise Aleatoric Uncertainty Estimation WACV 2025 Disentangling Uncertainties by Learning Compressed Data Representation L4DC 2025 Do LLMs estimate uncertainty well in instruction-following? ICLR 2025 Do Not Design, Learn: A Trainable Scoring Function for Uncertainty Estimation in Generative LLMs NAACL 2025 DrIFT: Autonomous Drone Dataset with Integrated Real and Synthetic Data Flexible Views and Transformed Domains WACV 2025 Dual Energy-Based Model with Open-World Uncertainty Estimation for Out-of-distribution Detection CVPR 2025 DyCON: Dynamic Uncertainty-aware Consistency and Contrastive Learning for Semi-supervised Medical Image Segmentation CVPR 2025 Dynamic Attention-Guided Context Decoding for Mitigating Context Faithfulness Hallucinations in Large Language Models ACL 2025 Dynamic Uncertainty Estimation for Offline Reinforcement Learning AAAI 2025 Efficient Nearest Neighbor based Uncertainty Estimation for Natural Language Processing Tasks NAACL 2025 Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing ACL 2025 ELBOing Stein: Variational Bayes with Stein Mixture Inference ICLR 2025