Deep Learning And The Limits Of Learning By Correlation Rather Than Causation

Deep Learning And The Limits Of Learning By Correlation Rather Than Causation

AI development today has become fixated on singular monolithic models trained end-to-end without any human assistance and encapsulating an almost general intelligence-like variety of tasks together. The resulting models have struggled in areas like content moderation to sufficiently abstract beyond their limited training data. Yet, as…