4 papers
Knowledge vs. Experience: Asymptotic Limits of Impatience in Edge Tenants
Anthony Kiggundu, Bin Han, Hans D. Schotten
We study how two information feeds, a closed-form Markov estimator of residual sojourn and an online trained actor-critic, affect reneging and jockeying in a dual M/M/1 system. Ana…
Adaptive Decentralized Queue Disclosure for Impatient Tenants in Edge and Non-terrestrial Systems
Anthony Kiggundu, Bin Han, Hans D. Schotten
We study how queue-state information disclosures affect impatient tenants in multi-tenant edge systems. We propose an information-bulletin strategy in which each queue periodically…
FedAvgen: Metadata for Model Aggregation In Communication Systems
Anthony Kiggundu, Dennis Krummacker, Hans D. Schotten
To improve business efficiency and minimize costs, Artificial Intelligence (AI) practitioners have adopted a shift from formulating models from scratch towards sharing pretrained m…
Improving QoS Prediction in Urban V2X Networks by Leveraging Data from Leading Vehicles and Historical Trends
Sanket Partani, Michael Zentarra, Anthony Kiggundu +1
With the evolution of Vehicle-to-Everything (V2X) technology and increased deployment of 5G networks and edge computing, Predictive Quality of Service (PQoS) is seen as an enabler…