4 citations · 4 across the 4 of their papers we have counts for
4 papers
2D-AoI: Age-of-Information of Distributed Sensors for Spatio-Temporal Processes
Markus Fidler, Flavio Gallistl, Jaya Prakash Champati +1
The freshness of sensor data is critical for all types of cyber-physical systems. An established measure for quantifying data freshness is the Age-of-Information (AoI), which has b…
The Case for Hierarchical Deep Learning Inference at the Network Edge
Ghina Al-Atat, Andrea Fresa, Adarsh Prasad Behera +3
Resource-constrained Edge Devices (EDs), e.g., IoT sensors and microcontroller units, are expected to make intelligent decisions using Deep Learning (DL) inference at the edge of t…
Statistical Age-of-Information Bounds for Parallel Systems: When Do Independent Channels Make a Difference?
Markus Fidler, Jaya Champati, Joerg Widmer +1
This paper contributes tail bounds of the age-of-information of a general class of parallel systems and explores their potential. Parallel systems arise in relevant cases, such as…
Offloading Algorithms for Maximizing Inference Accuracy on Edge Device Under a Time Constraint
Andrea Fresa, Jaya Prakash Champati
With the emergence of edge computing, the problem of offloading jobs between an Edge Device (ED) and an Edge Server (ES) received significant attention in the past. Motivated by th…