Paper "uncertainty quantification" Papers

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Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression

Xuanlong Yu, Gianni Franchi, Jindong Gu et al.

AAAI 2024paperarXiv:2308.09065
7
citations

E2E-AT: A Unified Framework for Tackling Uncertainty in Task-Aware End-to-End Learning

8445 Wangkun Xu, Jianhong Wang, Fei Teng

AAAI 2024paperarXiv:2312.10587
5
citations

One Step Closer to Unbiased Aleatoric Uncertainty Estimation

Wang Zhang, Ziwen Martin Ma, Subhro Das et al.

AAAI 2024paperarXiv:2312.10469
11
citations

OVD-Explorer: Optimism Should Not Be the Sole Pursuit of Exploration in Noisy Environments

Jinyi Liu, Zhi Wang, Yan Zheng et al.

AAAI 2024paperarXiv:2312.12145
13
citations

Towards Modeling Uncertainties of Self-explaining Neural Networks via Conformal Prediction

Wei Qian, Chenxu Zhao, Yangyi Li et al.

AAAI 2024paperarXiv:2401.01549
10
citations

Uncertainty Quantification in Heterogeneous Treatment Effect Estimation with Gaussian-Process-Based Partially Linear Model

Shunsuke Horii, Yoichi Chikahara

AAAI 2024paperarXiv:2312.10435
6
citations

Uncertainty Regularized Evidential Regression

Kai Ye, Tiejin Chen, Hua Wei et al.

AAAI 2024paperarXiv:2401.01484
11
citations