research
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07/19/2022
Actor-Critic based Improper Reinforcement Learning
We consider an improper reinforcement learning setting where a learner i...
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05/24/2021
Decentralized, Hybrid MAC Design with Reduced State Information Exchange for Low-Delay IoT Applications
We consider a system of several collocated nodes sharing a time slotted ...
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02/16/2021
Improper Learning with Gradient-based Policy Optimization
We consider an improper reinforcement learning setting where the learner...
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02/19/2020
Throughput Optimal Decentralized Scheduling with Single-bit State Feedback for a Class of Queueing Systems
Motivated by medium access control for resource-challenged wireless Inte...
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11/05/2019