Multi-Task Optimization over Networks of Tasks

MONET (Multi-Task Optimization over Networks of Tasks) is introduced as a new algorithm for multi-task optimization, modeling the task space as a graph to facilitate knowledge transfer and exploit its topology. This approach addresses the scalability issues of population-based methods and combines social with individual learning.