Aging bandits: Regret analysis and order-optimal learning algorithm for wireless networks with stochastic arrivals
We consider a single-hop wireless network with sources transmitting time-sensitive
information to the destination over multiple unreliable channels. Packets from each source …
information to the destination over multiple unreliable channels. Packets from each source …
Regret of age-of-information bandits
S Fatale, K Bhandari, U Narula… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
We consider a system with a single source that measures/tracks a time-varying quantity and
periodically attempts to report these measurements to a monitoring station. Each update …
periodically attempts to report these measurements to a monitoring station. Each update …
Regret of Age-of-Information Bandits in Nonstationary Wireless Networks
We consider a wireless network with a source periodically generating time-sensitive
information and transmitting it to a destination via one of non-stationary orthogonal wireless …
information and transmitting it to a destination via one of non-stationary orthogonal wireless …
Aging wireless bandits: Regret analysis and order-optimal learning algorithm
We consider a single-hop wireless network with sources transmitting time-sensitive
information to the destination over multiple unreliable channels. Packets from each source …
information to the destination over multiple unreliable channels. Packets from each source …
AoI-Guaranteed Bandit: Information Gathering over Unreliable Channels
In many IoT applications, information needs to be gathered from multiple heterogeneous
sources to the base station for real-time processing and follow-up actions. Undoubtedly …
sources to the base station for real-time processing and follow-up actions. Undoubtedly …
A Novel Scheduling Strategy in Priority-Aware IoT Networks for Age of Information Optimization
We propose a novel scheduling strategy for prioritization-critical time-sensitive Internet of
things (IoT) networks. The goal is to decrease the number of sensors with outdated …
things (IoT) networks. The goal is to decrease the number of sensors with outdated …
Multi-player age-of-information bandits: A trekking approach
H Gudwani, MK Hanawal… - 2022 14th International …, 2022 - ieeexplore.ieee.org
We study the algorithmic task of scheduling communication in a decentralized manner in a
multi-source, single-destination network. The sources share multiple communication …
multi-source, single-destination network. The sources share multiple communication …
Aoi-constrained bandit: Information gathering over unreliable channels with age guarantees
Age-of-Information (AoI) is an application layer metric that has been widely adopted to
quantify the information freshness of each information source. However, few works address …
quantify the information freshness of each information source. However, few works address …
Regret of Age of Information Bandits for Single and Multiple Sources Under Non-stationary Channels
X Wang, J Zhang, X Cheng… - 2024 22nd International …, 2024 - ieeexplore.ieee.org
We study scheduling algorithms to minimize the Age of Information (AoI) regrets under non-
stationary channels in a drifting environment, where the probability that a channel can …
stationary channels in a drifting environment, where the probability that a channel can …
Scheduling Service Updates: A Multi-arm Bandit Approach
VSCL Narayana, S Ravikanti… - Computer Networks …, 2023 - ojs.wiserpub.com
Abstract Software as a Service (SaaS) instances often use edge resources to serve their
customers. The version of the service hosted at the edge needs to be periodically updated to …
customers. The version of the service hosted at the edge needs to be periodically updated to …