Submission of a theoretical deep learning paper : Mathian E, Liu H, Fernandez-Cuesta L, Samaras D, Foll M, Chen L, HaloAE: An HaloNet based Local Transformer Auto-Encoder for Anomaly Detection and Localization. European Conference on Computer Vision 2022.