Learning to schedule tasks with deadline and throughput constraints

Q Liu, Z Fang - IEEE INFOCOM 2023-IEEE Conference on …, 2023 - ieeexplore.ieee.org
We consider the task scheduling scenario where the controller activates one from K task
types at each time. Each task induces a random completion time, and a reward is obtained …

Job dispatching policies for queueing systems with unknown service rates

T Choudhury, G Joshi, W Wang… - Proceedings of the Twenty …, 2021 - dl.acm.org
In multi-server queueing systems where there is no central queue holding all incoming jobs,
job dispatching policies are used to assign incoming jobs to the queue at one of the servers …

Learning algorithms for minimizing queue length regret

T Stahlbuhk, B Shrader… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
We consider a system consisting of a single transmitter/receiver pair and N channels over
which they may communicate. Packets randomly arrive to the transmitter's queue and wait to …

Online task scheduling and termination with throughput constraint

Q Liu, Z Fang - IEEE/ACM Transactions on Networking, 2024 - ieeexplore.ieee.org
We consider the task scheduling scenario where the controller activates one from task types
at each time. Each task induces a random completion time, and a reward is obtained only …

Risk-sensitive reinforcement learning for URLLC traffic in wireless networks

NB Khalifa, M Assaad, M Debbah - 2019 IEEE Wireless …, 2019 - ieeexplore.ieee.org
In this paper, we study the problem of dynamic channel allocation for URLLC traffic in a multi-
user multichannel wireless network where urgent packets have to be successfully received …

Measurement Based Delay and Jitter Constrained Wireless Scheduling With Near-Optimal Spectral Efficiency

G Chandrasekaran, G de Veciana… - IEEE/ACM …, 2024 - ieeexplore.ieee.org
We introduce two classes of measurement-based wireless schedulers. The Opportunistic
Guaranteed Rate Scheduler (OGRS) meets a user's delay constraints by opportunistically …

Rate and channel adaptation in cognitive radio networks under time-varying constraints

MA Qureshi, C Tekin - IEEE Communications Letters, 2020 - ieeexplore.ieee.org
We consider dynamic rate and channel adaptation in a cognitive radio network serving
heterogeneous applications under dynamically varying channel availability and rate …

Scheduling Deadline-Constrained Traffic over Hybrid Channels

G Bashirian, N Lu - 2024 6th International Conference on …, 2024 - ieeexplore.ieee.org
In this paper, we address the problem of scheduling real-time traffic over hybrid channels
with throughput constraints in a single-hop downlink wireless network. Unlike previous work …

Multichannel resource allocation for smooth streaming: Non-convexity and bandits

A Bhimaraju, AA Zacharias… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
User dissatisfaction due to buffering pause during streaming is a significant cost to the
system, which we model as a non-decreasing function of the frequency of buffering pause …

Continuous-time multi-armed bandits with controlled restarts

S Cayci, A Eryilmaz, R Srikant - arXiv preprint arXiv:2007.00081, 2020 - arxiv.org
Time-constrained decision processes have been ubiquitous in many fundamental
applications in physics, biology and computer science. Recently, restart strategies have …