Paper "uncertainty quantification" Papers

12 papers found

Conformalized Interval Arithmetic with Symmetric Calibration

Rui Luo, Zhixin Zhou

AAAI 2025paperarXiv:2408.10939
11
citations

CUQDS: Conformal Uncertainty Quantification Under Distribution Shift for Trajectory Prediction

Huiqun Huang, Sihong He, Fei Miao

AAAI 2025paperarXiv:2406.12100
2
citations

General Uncertainty Estimation with Delta Variances

Simon Schmitt, John Shawe-Taylor, Hado van Hasselt

AAAI 2025paperarXiv:2502.14698
2
citations

Parametric ρ-Norm Scaling Calibration

Siyuan Zhang, Linbo Xie

AAAI 2025paperarXiv:2412.15301

Towards Trustworthy Knowledge Graph Reasoning: An Uncertainty Aware Perspective

Bo Ni, Yu Wang, Lu Cheng et al.

AAAI 2025paperarXiv:2410.08985
12
citations

Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression

Xuanlong Yu, Gianni Franchi, Jindong Gu et al.

AAAI 2024paperarXiv:2308.09065
8
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
12
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