Our tutorial “Towards Adversarially Robust ML in The Age of The AI Act” has been accepted at the 28th European Conference on Artificial Intelligence in Bologna, Italy. Antonio Emanuele Cinà and me will provide an overview about recent advancements on security of Machine Learning and methods to test and verify the robustness of Machine Learning models, with a specific focus on the compliance with the European AI Act.