Sharing Less is More: Lifelong Learning
              in Deep Networks with Selective Layer Transfer

                    Seungwon Lee 1 Sima Behpour 2 Eric Eaton 1

             Abstract                & Hospedales, 2017; Lee et al., 2019; Liu et al., 2019b;
    Effective lifelong learning across diverse tasks      Bulat et al., 2020), such as sharing the lower layers of a
    requires the transfer of diverse knowledge, yet      deep network with upper-level task-specific heads. As tasks
    tr ...