Despite the success of data driven approaches in transfer learning, the theoretical understanding of transfer learning from statistics or information theory is somewhat behind. A key challenge when conducting theoretical analyses for transfer learning problems is that the statistical correlation between source and target tasks are often unknown, and hence traditional mathematical tools in statistics... Read more →