Publications
“Explaining Trained Neural Networks with Semantic Web Technologies: First Steps”, Twelveth International Workshop on Neural-Symbolic Learning and Reasoning, NeSy. London, UK, 2017. 2017-nesy-xai.pdf (2.09 MB)
, “Relating Input Concepts to Convolutional Neural Network Decisions”, NIPS 2017 Workshop: Interpreting, Explaining and Visualizing Deep Learning, NIPS IEVDL 2017. NIPS, CA, USA, 2017. Relating Input Concepts to Convolutional Neural Network Decisions.pdf (2.35 MB)
, “A Framework for Explainable Deep Neural Models Using External Knowledge Graphs”, in Artificial Intelligence and Machine Learning for Multi-Domain Operations Applications, SPIE, 2020.
, “Towards Human-Compatible XAI: Explaining Data Differentials with Concept Induction over Background Knowledge”, Journal of Web Semantics, vol. 79:100807, 2023. Towards_human_compatible_XAI.pdf (1.06 MB)
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