no code implementations • 5 Sep 2023 • Antonin Poché, Lucas Hervier, Mohamed-Chafik Bakkay
The exclusion of methods that require generating examples is justified by the need for plausibility which is in some regards required to gain a user's trust.
no code implementations • 10 Oct 2022 • Laurent Risser, Agustin Picard, Lucas Hervier, Jean-Michel Loubes
Contrarily to societal applications where a set of proxy variables can be provided by the common sense or by regulations to draw the attention on potential risks, industrial and safety-critical applications are most of the times sailing blind.
1 code implementation • 9 Jun 2022 • Thomas Fel, Lucas Hervier, David Vigouroux, Antonin Poche, Justin Plakoo, Remi Cadene, Mathieu Chalvidal, Julien Colin, Thibaut Boissin, Louis Bethune, Agustin Picard, Claire Nicodeme, Laurent Gardes, Gregory Flandin, Thomas Serre
Today's most advanced machine-learning models are hardly scrutable.