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Towards Dependable Autonomous Systems Based on ...
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由 F Arnez 著作2023被引用 4 次 — Abstract page for arXiv paper 2301.05297: Towards Dependable Autonomous Systems Based on Bayesian Deep Learning Components.
Towards Dependable Autonomous Systems Based on ...
IEEE Computer Society
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由 F Arnez 著作2022被引用 4 次 — This paper provides a method that considers the uncertainty and the interaction between BDL components to capture the overall system uncertainty. We study the ...
Towards Dependable Autonomous Systems Based on ...
ResearchGate
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Bayesian Deep Learning (BDL) offers a principled approach to model uncertainties in DNNs. However, in DNN-based systems, not all the components use uncertainty ...
Based on Bayesian Deep Learning Components
alphaXiv
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Towards Dependable Autonomous Systems Based on Bayesian Deep Learning Components Fabio Arnez∗, Huascar Espinoza†, Ansgar Radermacher∗ and Franc¸ois Terrier∗
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(PDF) Towards Bayesian Deep Learning: A Survey
ResearchGate
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ResearchGate
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2024年9月10日 — This survey provides a general introduction to Bayesian deep learning and reviews its recent applications on recommender systems, topic models, ...
Towards Trustworthy Autonomous Systems via ...
The Association for the Advancement of Artificial Intelligence
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由 B Gyevnar 著作2024被引用 1 次 — I propose a causal explanation generation model for decision-making called CEMA based on counterfactual simulations in multi-agent systems. I also plan to ...
Leveraging Bayesian deep learning and ensemble ...
ScienceDirect.com
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由 AA Abdullah 著作2024被引用 6 次 — In this study, we propose a novel approach that leverages the power of Bayesian ensembles for enhanced uncertainty quantification.
[PDF] Concrete Problems for Autonomous Vehicle Safety
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... Autonomous Vehicle Safety: Advantages of Bayesian Deep Learning ... Towards Dependable Autonomous Systems Based on Bayesian Deep Learning Components.
Bayesian Deep Learning is Needed in the Age of Large- ...
arXiv
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arXiv
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2024年8月6日 — Bayesian deep-learning- based health prognostics toward prognostics uncertainty. ... Enabling AI systems to communicate and explain their ...
Bayesian learning for the robust verification of autonomous ...
Nature
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由 X Zhao 著作2024 — Here we present a Bayesian learning framework that enables this runtime verification of autonomous robots. The framework uses prior knowledge ...
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