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10/07/2022
Multi-agent Deep Covering Option Discovery
The use of options can greatly accelerate exploration in reinforcement l...
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04/01/2021
AdaPool: A Diurnal-Adaptive Fleet Management Framework using Model-Free Deep Reinforcement Learning and Change Point Detection
This paper introduces an adaptive model-free deep reinforcement approach...
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03/01/2021
Learning Monopoly Gameplay: A Hybrid Model-Free Deep Reinforcement Learning and Imitation Learning Approach
Learning how to adapt and make real-time informed decisions in dynamic a...
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11/17/2020
PassGoodPool: Joint Passengers and Goods Fleet Management with Reinforcement Learning aided Pricing, Matching, and Route Planning
In this paper, we present a dynamic, demand aware, and pricing-based mat...
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10/05/2020