the truth is there is no way you are going to know the best learning algorithms until you have tried them.

Now that you have used XGBoost and the performance isn’t satisfactory I urge you try another learning algorithms however before doing that you may need to check your preprocessing steps.

and instead of assuming why not test out what is happening and see for yourself.

For example you may consider cross validation to check the class imbalance