activity
20202026
most citedAdaPool: A Diurnal-Adaptive Fleet Management Framework using Model-Free Deep Reinforcement Learning and Change Point Detection

1 citations · 2 across the 6 of their papers we have counts for

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cs.LG2022

Multi-agent Deep Covering Skill Discovery

Jiayu Chen, Marina Haliem, Tian Lan +1

The use of skills (a.k.a., options) can greatly accelerate exploration in reinforcement learning, especially when only sparse reward signals are available. While option discovery m…

cs.LG2021

Decision Making in Monopoly using a Hybrid Deep Reinforcement Learning Approach

Trevor Bonjour, Marina Haliem, Aala Alsalem +5

Learning to adapt and make real-time informed decisions in a dynamic and complex environment is a challenging problem. Monopoly is a popular strategic board game that requires play…