ISWC 2021 Demo

This page was prepared for the demo presentation at the International Semantic Web Conference (ISWC), 2021. The work presented here was produced as part of the RAINS project.

Teaser Video

Main Demo

Playground

• Plan designer (Design Stage)
• Plan designer (Implementation Stage)
• Notebook producing Model Card (seen in the video)
• Audit Manager (Toy example system seen in the demo video)
• Audit Manager (Extended example of example AI system)



The fabric captures knowledge graph described using EP-Plan, PROV-O, SAO, and RAINS. Here, PROV-O provides the base vocabulary for describing accountability traces, EP-Plan extends PROV-O with mechanism for representing plans, SAO extends EP-Plan with core concepts to describe accountability plans and accountability traces, and finally, RAINS extends SAO with additional subclasses of sao:AccountableAction, sao:AccountableResult and sao:InformationElement and object and data properties to describe AI systems with ML components.

Related Publications

• Naja I., Markovic M., Edwards P., Cottrill C. (2021) A Semantic Framework to Support AI System Accountability and Audit. In: Verborgh R. et al. (eds) The Semantic Web. ESWC 2021. Lecture Notes in Computer Science, vol 12731. Springer, Cham. https://doi.org/10.1007/978-3-030-77385-4_10
• Markovic, M., Naja, I., Edwards, P., & Pang, W. (2021, June). The Accountability Fabric: A Suite of Semantic Tools For Managing AI System Accountability and Audit. In Proceedings of the ISWC 2021 Posters, Demos and Industry Tracks: From Novel Ideas to Industrial Practice co-located with 20th International Semantic Web Conference (ISWC 2021)

Related Resources

• Snapshot of the Accountability Fabric code presented in this video
• EP-Plan Ontology
• RAInS Ontology
• SAO Ontology
• PROV-O Ontology
• Project GITHUB

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