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uncertainty decomposition

4 papers

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Co-occurring keywords · papers mentioning both

aleatoric uncertainty (3) epistemic uncertainty (3) large language model (2) spectral uncertainty (1) higher-order calibration (1) input clarification ensembling (1) von neumann entropy (1) prediction distribution (1) ensemble prediction (1) uncertainty estimation (1)

Papers

Fine-grained Uncertainty Decomposition in Large Language Models: A Spectral Approach AAAI 2026 Provable Uncertainty Decomposition via Higher-Order Calibration ICLR 2025 Decomposing Uncertainty for Large Language Models through Input Clarification Ensembling ICML 2024 Accurate Uncertainty Estimation and Decomposition in Ensemble Learning NeurIPS 2019