"predictive uncertainty" Papers

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From Risk to Uncertainty: Generating Predictive Uncertainty Measures via Bayesian Estimation

Nikita Kotelevskii, Vladimir Kondratyev, Martin Takáč et al.

ICLR 2025arXiv:2402.10727
17
citations

Improving Uncertainty Estimation through Semantically Diverse Language Generation

Lukas Aichberger, Kajetan Schweighofer, Mykyta Ielanskyi et al.

ICLR 2025arXiv:2406.04306
28
citations

Memory Efficient Neural Processes via Constant Memory Attention Block

Leo Feng, Frederick Tung, Hossein Hajimirsadeghi et al.

ICML 2024arXiv:2305.14567
8
citations

Open-Set Recognition in the Age of Vision-Language Models

Dimity Miller, Niko Suenderhauf, Alex Kenna et al.

ECCV 2024arXiv:2403.16528
10
citations

Optimization-based Uncertainty Attribution Via Learning Informative Perturbations

Hanjing Wang, Bashirul Azam Biswas, Qiang Ji

ECCV 2024

Second-Order Uncertainty Quantification: A Distance-Based Approach

Yusuf Sale, Viktor Bengs, Michele Caprio et al.

ICML 2024spotlightarXiv:2312.00995
33
citations

Variational Learning is Effective for Large Deep Networks

Yuesong Shen, Nico Daheim, Bai Cong et al.

ICML 2024spotlightarXiv:2402.17641
47
citations