uncertainty quantification

The GeometricKernels Package: Heat and Matérn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs JMLR 2025 The Geometry of Creative Variability: How Credal Sets Expose Calibration Gaps in Language Models EMNLP 2025 Thesis Proposal: Uncertainty in Knowledge Graph Embeddings NAACL 2025 Things Machine Learning Models Know That They Don’t Know AAAI 2025 Token-Level Density-Based Uncertainty Quantification Methods for Eliciting Truthfulness of Large Language Models NAACL 2025 TorchCP: A Python Library for Conformal Prediction JMLR 2025 Towards Precise Prediction Uncertainty in GNNs: Refining GNNs with Topology-grouping Strategy AAAI 2025 Towards Reliable Large Audio Language Model ACL 2025 Towards Statistical Factuality Guarantee for Large Vision-Language Models EMNLP 2025 Towards Truly Open, Language-Specific, Safe, Factual, and Specialized Large Language Models COLING 2025 Towards Trustworthy Knowledge Graph Reasoning: An Uncertainty Aware Perspective AAAI 2025 Towards Uncertainty Unification: A Case Study for Preference Learning RSS 2025 Towards Understanding and Quantifying Uncertainty for Text-to-Image Generation CVPR 2025 Towards Understanding Why Label Smoothing Degrades Selective Classification and How to Fix It ICLR 2025 Trusted Unified Feature-Neighborhood Dynamics for Multi-View Classification AAAI 2025 Trustworthy assessment of heterogeneous treatment effect estimator via analysis of relative error AISTATS 2025 TruthTorchLM: A Comprehensive Library for Predicting Truthfulness in LLM Outputs EMNLP 2025 UA-Pose: Uncertainty-Aware 6D Object Pose Estimation and Online Object Completion with Partial References CVPR 2025 UBench: Benchmarking Uncertainty in Large Language Models with Multiple Choice Questions ACL 2025 Uncertain (Mis)Takes at LeWiDi-2025: Modeling Human Label Variation With Semantic Entropy EMNLP 2025 UncertainSAM: Fast and Efficient Uncertainty Quantification of the Segment Anything Model ICML 2025 Uncertainty and Energy Based Loss Guided Semi-Supervised Semantic Segmentation WACV 2025 Uncertainty-Aware Contrastive Decoding ACL 2025 Uncertainty-Aware Decoding with Minimum Bayes Risk ICLR 2025 Uncertainty-Aware Diffusion-Guided Refinement of 3D Scenes ICCV 2025