3 citations · 7 across the 5 of their papers we have counts for
4 papers · 1 filter
Parallel Neurosymbolic Integration with Concordia
Jonathan Feldstein, Modestas Jurčius, Efthymia Tsamoura
Parallel neurosymbolic architectures have been applied effectively in NLP by distilling knowledge from a logic theory into a deep model.However, prior art faces several limitations…
Neural-Symbolic Integration: A Compositional Perspective
Efthymia Tsamoura, Loizos Michael
Despite significant progress in the development of neural-symbolic frameworks, the question of how to integrate a neural and a symbolic system in a \emph{compositional} manner rema…
Beyond the Grounding Bottleneck: Datalog Techniques for Inference in Probabilistic Logic Programs (Technical Report)
Efthymia Tsamoura, Victor Gutierrez-Basulto, Angelika Kimmig
State-of-the-art inference approaches in probabilistic logic programming typically start by computing the relevant ground program with respect to the queries of interest, and then…
Goal-Driven Query Answering for Existential Rules with Equality
Michael Benedikt, Boris Motik, Efthymia Tsamoura
Inspired by the magic sets for Datalog, we present a novel goal-driven approach for answering queries over terminating existential rules with equality (aka TGDs and EGDs). Our tech…