Weighted Random Sampler and Weights in loss function

vision
1

Is there any difference in giving weights in sampler and giving weights in loss function for unbalanced datasets?

2

While both can be used to counter the negative effects of an imbalanced dataset, you will see different results, as the strategies of over-/undersampling and loss weighting are independent to each other.