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Managing Task Execution for Unknown Workloads in Batteryless IoT: A Hardware-Agnostic Evaluation

arXiv cs.LG · 2026-06-24 Cached

This paper proposes two hardware-agnostic dynamic scheduling strategies (a model-free reinforcement learning agent and an on-the-fly approximated prediction method) for managing task execution in batteryless IoT devices with unknown workloads, and evaluates them against existing approaches using a simulation framework with real-world solar data.

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