Lifelong Optimization with Low Regret

Yi-Shan Wu, Po-An Wang, Chi-Jen Lu

Abstract: In this work, we study a problem arising from two lines of works: online optimization and lifelong learning. In the problem, there is a sequence of tasks arriving sequentially, and within each task...