Using mae as loss leads to predicting median value, while using mse leads to predicting average value. You can check this post: https://stats.stackexchange.com/questions/355538/why-does-minimizing-the-mae-lead-to-forecasting-the-median-and-not-the-mean for more detailed explanation.