ULLER: A Unified Language for Learning and Reasoning

arXiv:2405.00532v1 Announce Type: cross
Abstract: The field of neuro-symbolic artificial intelligence (NeSy), which combines learning and reasoning, has recently experienced significant growth. There now are a wide variety of NeSy frameworks, each with its own specific language for expressing background knowledge and how to relate it to neural networks. This heterogeneity hinders accessibility for newcomers and makes comparing different NeSy frameworks challenging. We propose a unified language for NeSy, which we call ULLER, a Unified Language for LEarning and Reasoning. …

abstract artificial artificial intelligence arxiv cs.ai cs.lg frameworks growth intelligence knowledge language networks neural networks neuro reasoning type