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Calibrated Sampling-Free Uncertainty Estimation in Bayesian Deep Learning
Arxiv
0+阅读 · 6月15日
Learning a Sampling-Free Variational DNN Plugin from Tiny Training Sets to Refine OOD Segmentation With Uncertainty Estimation
Arxiv
0+阅读 · 6月14日
Uncertainty Estimation and Generalization Bounds for Modern Deep Learning
Arxiv
0+阅读 · 6月11日
Variance-Gated Ensembles: An Epistemic-Aware Framework for Uncertainty Estimation
Arxiv
0+阅读 · 6月2日
Neuronal Stochastic Attention Circuit (NSAC) for Probabilistic Representation Learning
Arxiv
0+阅读 · 5月25日
Laplace Approximation for Bayesian Tensor Network Kernel Machines
Arxiv
0+阅读 · 4月29日
General Uncertainty Estimation with Delta Variances
Arxiv
0+阅读 · 4月30日
Accurate and Reliable Uncertainty Estimates for Deterministic Predictions Extensions to Under and Overpredictions
Arxiv
0+阅读 · 4月9日
ALIEN: Aligned Entropy Head for Improving Uncertainty Estimation of LLMs
Arxiv
0+阅读 · 4月6日
Walking Through Uncertainty: An Empirical Study of Uncertainty Estimation for Audio-Aware Large Language Models
Arxiv
0+阅读 · 4月28日
DGRNet: Disagreement-Guided Refinement for Uncertainty-Aware Brain Tumor Segmentation
Arxiv
0+阅读 · 3月22日
Ensemble-Based Dirichlet Modeling for Predictive Uncertainty and Selective Classification
Arxiv
0+阅读 · 4月7日
Estimation and Hypothesis Testing of Fixed Effects Models-Based Uncertainty for Factor Designs
Arxiv
0+阅读 · 3月17日
Accelerating Residual Reinforcement Learning with Uncertainty Estimation
Accelerating Residual Reinforcement Learning with Uncertainty Estimation
Arxiv
0+阅读 · 3月13日
Beyond Accuracy: Reliability and Uncertainty Estimation in Convolutional Neural Networks
Arxiv
0+阅读 · 3月11日
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