Approximates the probability mass function of AoI under SPS to characterize age-violation probability beyond average AoI in vehicular networks.
Age of information: An introduction and survey
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The authors cast multimodal remote inference as an SMDP to minimize error as a function of the AoI vector, proving an index-based threshold structure for two modalities and developing the EAST policy via multichain policy iteration for more modalities, with low-complexity variants.
An AoI-MDP extends standard MDP by adding statistical delay to the state, wait time to actions, and AoI to rewards for joint optimization in multi-AUV data collection via RL.
citing papers explorer
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An Age of Information Characterization of SPS
Approximates the probability mass function of AoI under SPS to characterize age-violation probability beyond average AoI in vehicular networks.
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Multimodal Remote Inference
The authors cast multimodal remote inference as an SMDP to minimize error as a function of the AoI vector, proving an index-based threshold structure for two modalities and developing the EAST policy via multichain policy iteration for more modalities, with low-complexity variants.
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Enhancing Information Freshness: An AoI Optimized Markov Decision Process
An AoI-MDP extends standard MDP by adding statistical delay to the state, wait time to actions, and AoI to rewards for joint optimization in multi-AUV data collection via RL.