Materials

Catalogues¶

Full catalogues are accessible for registered users from ESA Member States on the Space CODEV platform:

Graphical introductions to catalogues are publicly available on Zenodo:

Introduction to Secure AI in Space https://doi.org/10.5281/zenodo.14762574
Introduction to Explainable AI in Space: https://doi.org/10.5281/zenodo.14699439

There are four software solutions developed within the project:

Explainability as a Service (XaaS) for anomaly detection in satellite telemetry - LIME for telemetry channels importance and CoMTE for counterfactuals generation (code: https://gitlab.space-codev.org/assurance-ai/xaas-anomaly-detection-satellite-telemetry)
Explainability\Security as a Service (XSaaS) for satellite telemetry forecasting - Shapley values for time series to detect data poisoning (code available soon)
Streamlit application for explainable ship detection in SAR data - six different attribution-based methods to debug ship detection models (code available soon)
Secure and explainable interface for LLM-based documents summarization - indirect prompt injection mitigation methods and attribution-based methods to highlight most relevant input fragments (code available soon)