Explainability Platform Kaa

Description

Kaa is a framework allowing to apply several methods and metrics from several dedicated libraries on AI model
to verify them.
It is built around a kernel offering a text interface ( textitText-based User Interface) and hosting two sets of
plugins:

• plugins of explainability libraries called pluginsXAI
• the plugins of the textitvs explicability checkboxes called pluginsUCXAI

In this version of Kaa, the AIX360, Alibi, Captum, PAIR saliency, Shap and Xplique plugins are provided

Documentation

User Manual

User manual is available for download here.

Methodological Guidelines

• Methodological Guideline for Explainability

Scientific Contribution

• Comments on ISO 6254 (Explainability)

Benchmark

• Explicability benchmark

Application over use-case

• Unsupervised Anomaly Detection and Explainability tools for Time Series

State of the Art

• Characterization of the notion of trust