Neuro-symbolic AI and the semantic web

P Hitzler, M Ebrahimi, MK Sarker… - Semantic Web, 2024 - journals.sagepub.com
Neural (aka subsymbolic) AI methods, in particular, those based on deep learning, recently
achieved great successes in various application domains, eg,[10, 19]. However, they are …

Deep deductive reasoning is a hard deep learning problem

P Hitzler, R Rayan, J Zalewski… - Neurosymbolic … - content.iospress.com
Abstract Deep Deductive Reasoning refers to the training and then executing of deep
learning systems to perform deductive reasoning in the sense of formal, mathematical logic …

[PDF][PDF] Is the Proof Length a Good Indicator of Hardness for Reason-able Embeddings?

J Potoniec - NeSy, 2023 - cs.ox.ac.uk
Reason-able embeddings are recently proposed embeddings for knowledge bases (KBs) in
the description logic 𝒜ℒ𝒞 capable of casting multiple KBs into a single latent space using a …