Yes, amnesia can go away in many cases, depending on the reason behind it. Often, your memory will return spontaneously following a mild concussion or drug-induced memory loss. Other common causes of reversible memory loss include seizures, migraines, and viral encephalitis. But memory loss from dementia is not usually reversible.