uncertainty estimation

Reviving Poor Object Segmentations in OOD Medical Images using Variational-Deep-PCA Modeling on Segmentation Maps with Sampling-Free Learning WACV 2025 Robust 3D Object Detection using Probabilistic Point Clouds from Single-Photon LiDARs ICCV 2025 Robust Audio-Visual Segmentation via Audio-Guided Visual Convergent Alignment CVPR 2025 RUNA: Object-Level Out-of-Distribution Detection via Regional Uncertainty Alignment of Multimodal Representations AAAI 2025 SAGI: Semantically Aligned and Uncertainty Guided AI Image Inpainting ICCV 2025 Self-Evolutionary Large Language Models Through Uncertainty-Enhanced Preference Optimization AAAI 2025 SleepSMC: Ubiquitous Sleep Staging via Supervised Multimodal Coordination ICLR 2025 SmurfCat at SHROOM-CAP: Factual but Awkward? Fluent but Wrong? Tackling Both in LLM Scientific QA AACL 2025 Strengthen Out-of-Distribution Detection Capability with Progressive Self-Knowledge Distillation ICML 2025 Structure Matters: Revisiting Boundary Refinement in Video Object Segmentation ICCV 2025 SUE: Sparsity-based Uncertainty Estimation via Sparse Dictionary Learning EMNLP 2025 SUMO: Search-Based Uncertainty Estimation for Model-Based Offline Reinforcement Learning AAAI 2025 SUNAR: Semantic Uncertainty based Neighborhood Aware Retrieval for Complex QA NAACL 2025 Teaching Large Language Models to Express Knowledge Boundary from Their Own Signals ACL 2025 Template-based Uncertainty Multimodal Fusion Network for RGBT Tracking IJCAI 2025 Temporalizing Confidence: Evaluation of Chain-of-Thought Reasoning with Signal Temporal Logic ACL 2025 The Hallucination Tax of Reinforcement Finetuning EMNLP 2025 Things Machine Learning Models Know That They Don’t Know AAAI 2025 Towards Harmonized Uncertainty Estimation for Large Language Models ACL 2025 Towards Precise Prediction Uncertainty in GNNs: Refining GNNs with Topology-grouping Strategy AAAI 2025 Towards Trustworthy Summarization of Cardiovascular Articles: A Factuality-and-Uncertainty-Aware Biomedical LLM Approach EMNLP 2025 TruthTorchLM: A Comprehensive Library for Predicting Truthfulness in LLM Outputs EMNLP 2025 UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models ACL 2025 U-Know-DiffPAN: An Uncertainty-aware Knowledge Distillation Diffusion Framework with Details Enhancement for PAN-Sharpening CVPR 2025 Uncertainty-Aware Answer Selection for Improved Reasoning in Multi-LLM Systems EMNLP 2025