It is currently not possible to definitively say whether or not it is possible to erase memories in the same way as is depicted in the film Eternal Sunshine of the Spotless Mind. However, there are some methods of memory manipulation which come close to this, such as memory reconsolidation therapy, and it is possible that in the future there will be more advanced methods which could allow for more specific and targeted memory erasure.