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02/19/2023
Uncertainty-Aware Reward-based Deep Reinforcement Learning for Intent Analysis of Social Media Information
Due to various and serious adverse impacts of spreading fake news, it is...
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12/13/2022
PPO-UE: Proximal Policy Optimization via Uncertainty-Aware Exploration
Proximal Policy Optimization (PPO) is a highly popular policy-based deep...
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08/23/2022
Research Note on Uncertain Probabilities and Abstract Argumentation
The sixth assessment of the international panel on climate change (IPCC)...
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08/16/2022
SOLBP: Second-Order Loopy Belief Propagation for Inference in Uncertain Bayesian Networks
In second-order uncertain Bayesian networks, the conditional probabiliti...
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08/08/2022
Uncertain Bayesian Networks: Learning from Incomplete Data
When the historical data are limited, the conditional probabilities asso...
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06/12/2022
A Survey on Uncertainty Reasoning and Quantification for Decision Making: Belief Theory Meets Deep Learning
An in-depth understanding of uncertainty is the first step to making eff...
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02/22/2021
Handling Epistemic and Aleatory Uncertainties in Probabilistic Circuits
When collaborating with an AI system, we need to assess when to trust it...
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08/15/2019
HONEM: Network Embedding Using Higher-Order Patterns in Sequential Data
Representation learning offers a powerful alternative to the oft painsta...
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03/13/2017