Beyond black-box advice: learning-augmented algorithms for MDPs with Q-value predictions

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Beyond black-box advice: learning-augmented algorithms for MDPs with Q-value predictions

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Learning-Augmented Scheduling for Solar-Powered Electric Vehicle Charging

T Li - arXiv preprint arXiv:2311.05941, 2023 - arxiv.org

We tackle the complex challenge of scheduling the charging of electric vehicles (EVs)
equipped with solar panels and batteries, particularly under out-of-distribution (OOD) …

Efficient Reinforcement Learning for Global Decision Making in the Presence of Local Agents at Scale

E Anand, G Qu - arXiv preprint arXiv:2403.00222, 2024 - arxiv.org

We study reinforcement learning for global decision-making in the presence of many local
agents, where the global decision-maker makes decisions affecting all local agents, and the …

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Beyond black-box advice: learning-augmented algorithms for MDPs with Q-value predictions

Learning-Augmented Scheduling for Solar-Powered Electric Vehicle Charging

Efficient Reinforcement Learning for Global Decision Making in the Presence of Local Agents at Scale

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