Hi, I think linear should be conv. It might not change something for univariate time series, but I think it will for multivariate time series: https://github.com/dl4sits/BreizhCrops/blob/4060d5c5af60b6454943f317d86abac66940b8ce/breizhcrops/models/InceptionTime.py#L50 Cheers, Charlotte.