Orateur
David Rousseau
(IJCLab, CNRS/IN2P3, Université Paris-Saclay)
Description
The AISSAI workshop on AI and the Uncertainty Challenge in Fundamental Physics https://indico.in2p3.fr/event/30589/ took place in Paris and Orsay 27-Nov to 1st Dec 2023. The following themes were covered Uncertainty Quantification, Explainable AI, Simulation-Based Inference, Data frugal approaches, Data-centric AI , Benchmarks dataset and challenges, Unfolding (or de-biasing, de-blurring) ,Controlling uncertainties in generative models and Architectures (Adversarial, Bayesian, ... ). In addition, a hackathon took place as a prototype of the Fair Universe competition to run as a NeuriPS competition in 2024. This talk will attempt to summarise the most salient points on recent developments shown in the different themes around uncertainty.
