This study addresses concerns about reproducibility in scientific research. focusing on the use of electroencephalography (EEG) and machine learning to estimate mental workload. We established guidelines for reproducible machine learning research using EEG and used these to assess the current state of reproducibility in mental workload modeling. We first started by summarizing the cur... https://www.hindigyanvishv.com/