← Search

Loizos Michael

2 accepted papers

2023

Neural Sculpting: Uncovering hierarchically modular task structure in neural networks through pruning and network analysis

NeurIPS 2023poster

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-functions have two important features: they have a distinct set of inputs (input-separability) and they are reused as inputs…

Cited by 4SourcePDFScholar
2021

Neural-Symbolic Integration: A Compositional Perspective

AAAI 2021technical

Despite significant progress in the development of neural-symbolic frameworks, the question of how to integrate a neural and a symbolic system in a compositional manner remains open. Our work seeks to fill this gap by treating these two systems as black boxes to be integrated as modules into a singl…

Cited by 91SourcePDFScholar