1. 'Informed Machine Learning - A Taxonomy and Survey of Integrating Prior Knowledge into Learning Systems' -- von Rueden et al., 2019, IEEE Transactions on Knowledge and Data Engineering (https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9429985)

 

2. 'Controlling Neural Networks with Rule Representations' -- Seo et al., 2021, NeurIPS (https://arxiv.org/pdf/2106.07804.pdf) -- see also related blogpost https://ai.googleblog.com/2022/01/controlling-neural-networks-with-rule.html

 

3. 'Interpretable Ontology Extension in Chemistry' -- Glauer et al., 2022 SWJ (http://www.semantic-web-journal.net/content/interpretable-ontology-extension-chemistry)