The Path to Autonomous Learners
Machine Learning
2023-06-23 v1 Artificial Intelligence
Computation and Language
Machine Learning
Logic
Abstract
In this paper, we present a new theoretical approach for enabling domain knowledge acquisition by intelligent systems. We introduce a hybrid model that starts with minimal input knowledge in the form of an upper ontology of concepts, stores and reasons over this knowledge through a knowledge graph database and learns new information through a Logic Neural Network. We study the behavior of this architecture when handling new data and show that the final system is capable of enriching its current knowledge as well as extending it to new domains.
Cite
@article{arxiv.2211.02403,
title = {The Path to Autonomous Learners},
author = {Hanna Abi Akl},
journal= {arXiv preprint arXiv:2211.02403},
year = {2023}
}