8 citations · 20 across the 9 of their papers we have counts for
3 papers · 1 filter
A Low-Delay MAC for IoT Applications: Decentralized Optimal Scheduling of Queues without Explicit State Information Sharing
Avinash Mohan, Arpan Chattopadhyay, Shivam Vinayak Vatsa +1
We consider a system of several collocated nodes sharing a time slotted wireless channel, and seek a MAC (medium access control) that (i) provides low mean delay, (ii) has distribu…
Better than the Best: Gradient-based Improper Reinforcement Learning for Network Scheduling
Mohammani Zaki, Avi Mohan, Aditya Gopalan +1
We consider the problem of scheduling in constrained queueing networks with a view to minimizing packet delay. Modern communication systems are becoming increasingly complex, and a…
Improper Reinforcement Learning with Gradient-based Policy Optimization
Mohammadi Zaki, Avinash Mohan, Aditya Gopalan +1
We consider an improper reinforcement learning setting where a learner is given base controllers for an unknown Markov decision process, and wishes to combine them optimally to…