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04/23/2023
The Case for Hierarchical Deep Learning Inference at the Network Edge
Resource-constrained Edge Devices (EDs), e.g., IoT sensors and microcont...
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04/03/2023
Online Algorithms for Hierarchical Inference in Deep Learning applications at the Edge
We consider a resource-constrained Edge Device (ED) embedded with a smal...
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12/12/2022
Realistic Modeling of Human Timings for Wearable Cognitive Assistance
Wearable Cognitive Assistance (WCA) applications present a challenge to ...
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12/21/2021
Offloading Algorithms for Maximizing Inference Accuracy on Edge Device Under a Time Constraint
With the emergence of edge computing, the problem of offloading jobs bet...
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09/07/2021
Energy Efficient Sampling Policies for Edge Computing Feedback Systems
We study the problem of finding efficient sampling policies in an edge-b...
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08/06/2021
Estimating Active Cases of COVID-19
Having accurate and timely data on confirmed active COVID-19 cases is ch...
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03/27/2021
Scheduling of Wireless Edge Networks for Feedback-Based Interactive Applications
Interactive applications with automated feedback will largely influence ...
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01/22/2020
Detecting State Transitions of a Markov Source: Sampling Frequency and Age Trade-off
We consider a finite-state Discrete-Time Markov Chain (DTMC) source that...
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01/19/2020
On the Minimum Achievable Age of Information for General Service-Time Distributions
There is a growing interest in analysing the freshness of data in networ...
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10/14/2019
Statistical Guarantee Optimization for AoI in Single-Hop and Two-Hop Systems with Periodic Arrivals
Age of Information (AoI) has proven to be a useful metric in networked s...
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05/10/2019
On the Distribution of AoI for the GI/GI/1/1 and GI/GI/1/2* Systems: Exact Expressions and Bounds
Since Age of Information (AoI) has been proposed as a metric that quanti...
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01/20/2019
Performance Characterization Using AoI in a Single-loop Networked Control System
The main motivation behind extending the notion of Age-of-Information (A...
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06/08/2018