Proposes C-AVR framework for persistence-aware AoI reliability and optimizes it via QR-D3QN, outperforming expectation-based RL baselines in simulations especially under tail-sensitive weighting.
Age-optimal multi-channel- scheduling under energy and tolerance constraints,
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A Persistence-Aware Framework for Age Violation Control in Wireless Status Update Systems
Proposes C-AVR framework for persistence-aware AoI reliability and optimizes it via QR-D3QN, outperforming expectation-based RL baselines in simulations especially under tail-sensitive weighting.