Naresh Kumar Gurulingan

Multi-Task Structural Learning using Local Task Similarity induced Neuron Creation and Removal

Multi-task learning has the potential to improve generalization by maximizing positive transfer between tasks while reducing task interference. Fully achieving this potential is hindered by manually designed architectures that remain static throughout training. On the contrary, learning in the brain…