3 citations · 3 across the 6 of their papers we have counts for
4 papers · 1 filter
Prediction-driven resource provisioning for serverless container runtimes
Dimitrios Tomaras, Michail Tsenos, Vana Kalogeraki
In recent years Serverless Computing has emerged as a compelling cloud based model for the development of a wide range of data-intensive applications. However, rapid container prov…
TIMBER: On supporting data pipelines in Mobile Cloud Environments
Dimitrios Tomaras, Michail Tsenos, Vana Kalogeraki +1
The radical advances in mobile computing, the IoT technological evolution along with cyberphysical components (e.g., sensors, actuators, control centers) have led to the developmen…
GLANCE: Global Actions in a Nutshell for Counterfactual Explainability
Loukas Kavouras, Eleni Psaroudaki, Konstantinos Tsopelas +9
The widespread deployment of machine learning systems in critical real-world decision-making applications has highlighted the urgent need for counterfactual explainability methods…
A Framework for Feasible Counterfactual Exploration incorporating Causality, Sparsity and Density
Kleopatra Markou, Dimitrios Tomaras, Vana Kalogeraki +1
The imminent need to interpret the output of a Machine Learning model with counterfactual (CF) explanations - via small perturbations to the input - has been notable in the researc…