3 code implementations • ICLR 2018 • Jaehong Yoon, Eunho Yang, Jeongtae Lee, Sung Ju Hwang
We propose a novel deep network architecture for lifelong learning which we refer to as Dynamically Expandable Network (DEN), that can dynamically decide its network capacity as it trains on a sequence of tasks, to learn a compact overlapping knowledge sharing structure among tasks.
