Data Augmentation for Time Series Classification with Deep Learning Models. - Gautier Pialla; Maxime Devanne; Jonathan Weber; Lhassane Idoumghar; Germain Forestier (AALTD@ECML/PKDD, 2022)

Smooth Perturbations for Time Series Adversarial Attacks. - Gautier Pialla; Hassan Ismail Fawaz; Maxime Devanne; Jonathan Weber; Lhassane Idoumghar; Pierre-Alain Muller; Christoph Bergmeir; Daniel F. Schmidt; Geoffrey I. Webb; Germain Forestier (PAKDD (1), 2022)

Time series adversarial attacks: an investigation of smooth perturbations and defense approaches. - Gautier Pialla; Hassan Ismail Fawaz; Maxime Devanne; Jonathan Weber; Lhassane Idoumghar; Pierre-Alain Muller; Christoph Bergmeir; Daniel F. Schmidt; Geoffrey I. Webb; Germain Forestier (Int. J. Data Sci. Anal., 2025)