Beyond Discretization: Learning the Optimal Solution Path

Qiran Dong, Paul Grigas, Vishal Gupta

Many applications require minimizing a family of optimization problems indexed by some hyperparameter $\lambda \in \Lambda$ to obtain an entire solution path. Traditional approaches proceed by…