Uncertainty Quantification

Evaluating Calibration of Arabic Pre-trained Language Models on Dialectal Text COLING 2025 Evidential Uncertainty Probes for Graph Neural Networks AISTATS 2025 EvOcc: Accurate Semantic Occupancy for Automated Driving Using Evidence Theory CVPR 2025 Extending Temperature Scaling with Homogenizing Maps JMLR 2025 Feature Clipping for Uncertainty Calibration AAAI 2025 FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection ICCV 2025 FLUE: Streamlined Uncertainty Estimation for Large Language Models AAAI 2025 ForgDiffuser: General Image Forgery Localization with Diffusion Models IJCAI 2025 Forking Paths in Neural Text Generation ICLR 2025 From Input Perception to Predictive Insight: Modeling Model Blind Spots Before They Become Errors EMNLP 2025 Fuzzy Multimodal Learning for Trusted Cross-modal Retrieval CVPR 2025 GAUDA: Generative Adaptive Uncertainty-Guided Diffusion-Based Augmentation for Surgical Segmentation WACV 2025 General Uncertainty Estimation with Delta Variances AAAI 2025 GRACE: A Granular Benchmark for Evaluating Model Calibration against Human Calibration ACL 2025 Gradient Short-Circuit: Efficient Out-of-Distribution Detection via Feature Intervention ICCV 2025 Harnessing Uncertainty-aware Bounding Boxes for Unsupervised 3D Object Detection ICCV 2025 Hierarchical Multi-Source Uncertainty Aggregation for Interactive Video Captioning AAAI 2025 How To Make Your Cell Tracker Say "I dunno!" ICCV 2025 HSRDiff: A Hierarchical Self-Regulation Diffusion Model for Stochastic Semantic Segmentation AAAI 2025 Identifying Drivers of Predictive Aleatoric Uncertainty IJCAI 2025 Improving the Calibration of Confidence Scores in Text Generation Using the Output Distribution’s Characteristics ACL 2025 KGE Calibrator: An Efficient Probability Calibration Method of Knowledge Graph Embedding Models for Trustworthy Link Prediction EMNLP 2025 Know the Unknown: An Uncertainty-Sensitive Method for LLM Instruction Tuning ACL 2025 Know What You do Not Know: Verbalized Uncertainty Estimation Robustness on Corrupted Images in Vision-Language Models NAACL 2025 Label Distribution Learning using the Squared Neural Family on the Probability Simplex UAI 2025