Papers by Andrzej Uszok
DomiKnowS: A Library for Integration of Symbolic Domain Knowledge in Deep Learning (2021.emnlp-demo)
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| Challenge: | Current deep learning architectures are data-hungry with issues mainly in generalizability and explainability. |
| Approach: | They propose a library for the integration of domain knowledge in deep learning architectures . structure of data is expressed symbolically via graph declarations and constraints can be added to deep models . |
| Outcome: | The proposed framework simplifies programming for integration of domain knowledge in deep learning architectures while separating the knowledge representation from learning algorithms. |