FOCUS TECHNIQUE ANITI - Influenciæ: A library for tracing the influence back to the data-points

Vendredi 24 novembre 2023 de 15h à 16h

Webinaire animé par Aerospace Valley

In today's AI-driven world, understanding model behavior is becoming more important than ever.

While libraries abound for doing so via traditional XAI methods, the domain of influence-based techniques for data-centric explanations remains mostly underserved.

To fill this void, we introduce Influenciæ, an open-source library that implements the state-of-the-art methods for estimating the influence of training points on the model, with a focus on efficiency and scalability to fit the needs and the recent trends in the field.

Finally, we have thoroughly documented and included plenty of tutorials to make the library reachable to the public, in the hopes that it will bring these methods back into the spotlight.

The presentation will be given by Augustin Martin Picard, Machine Learning Research Engineer at IRT Saint-Exupéry