The Lyrics framework injects logic knowledge into a learner using Semantic Based Regularization
GNU General Public License (GPL) v3
LYRICS is a TensorFlow library, which defines a declarative language to express the prior knowledge about a learning task, which can be injected into any tensorflow learner. The declarative language allows to define any many–sorted logical theory, namely you can declare some domains of different sort, with constants, functions and relations on them.
Research areasIntegrative AI
Technical CategoriesAutomated reasoning Machine learning
26.06.2021 - 10:38
Hardware architecture: X64
Install & Run: Install Docker and download the provided lyrics/tensorflow image stored in the lyrics_v1.tar.gz file.
Additional information: See scientific paper:
- Semantic-based regularization for learning and inference, M Diligenti, M Gori, C Sacca, Artificial Intelligence 244, 143-165.
Tool to make AI more trustworthy, injecting reasoning mechanism that can explain how a certain decision was made.
GDPR complaint, just a library and no data.