44 citations · 52 across the 7 of their papers we have counts for
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cs.NI2021
Distributed Proximal Policy Optimization for Contention-Based Spectrum Access
Akash Doshi, Jeffrey G. Andrews
The increasing number of wireless devices operating in unlicensed spectrum motivates the development of intelligent adaptive approaches to spectrum access that go beyond traditiona…
cs.IT2021★ 44 cited
A Deep Reinforcement Learning Framework for Contention-Based Spectrum Sharing
Akash Doshi, Srinivas Yerramalli, Lorenzo Ferrari +2
The increasing number of wireless devices operating in unlicensed spectrum motivates the development of intelligent adaptive approaches to spectrum access. We consider decentralize…
eess.SP2021★ 1 cited
Combining Contention-Based Spectrum Access and Adaptive Modulation using Deep Reinforcement Learning
Akash Doshi, Jeffrey G. Andrews
The use of unlicensed spectrum for cellular systems to mitigate spectrum scarcity has led to the development of intelligent adaptive approaches to spectrum access that improve upon…