11 citations · 22 across the 10 of their papers we have counts for
12 papers
Experience and Prediction: A Metric of Hardness for a Novel Litmus Test
Nicos Isaak, Loizos Michael
In the last decade, the Winograd Schema Challenge (WSC) has become a central aspect of the research community as a novel litmus test. Consequently, the WSC has spurred research int…
Neural Sculpting: Uncovering hierarchically modular task structure in neural networks through pruning and network analysis
Shreyas Malakarjun Patil, Loizos Michael, Constantine Dovrolis
Natural target functions and tasks typically exhibit hierarchical modularity -- they can be broken down into simpler sub-functions that are organized in a hierarchy. Such sub-funct…
Computational Argumentation and Cognition
Emmanuelle Dietz, Antonis Kakas, Loizos Michael
This paper examines the interdisciplinary research question of how to integrate Computational Argumentation, as studied in AI, with Cognition, as can be found in Cognitive Science,…
Explainability and the Fourth AI Revolution
Loizos Michael
This chapter discusses AI from the prism of an automated process for the organization of data, and exemplifies the role that explainability has to play in moving from the current g…
Diversity by Design: Balancing Protection and Inclusion in Social Networks
Paula Helm, Loizos Michael, Laura Schelenz
The unreflected promotion of diversity as a value in social interactions -- including technology-mediated ones -- risks emphasizing the benefits of inclusion at the cost of not rec…
Abduction and Argumentation for Explainable Machine Learning: A Position Survey
Antonis Kakas, Loizos Michael
This paper presents Abduction and Argumentation as two principled forms for reasoning, and fleshes out the fundamental role that they can play within Machine Learning. It reviews t…