The Hidden Convex Optimization Landscape of Regularized Two-Layer ReLU Networks: an Exact Characterization of Optimal Solutions.
Yifei WangJonathan LacotteMert PilanciPublished in: ICLR (2022)
Keyphrases
- convex optimization
- norm minimization
- optimal solution
- interior point methods
- primal dual
- total variation
- convex programming
- low rank
- least squares
- objective function
- convex optimization problems
- convex relaxation
- convex formulation
- feasible solution
- np hard
- trace norm
- convex constraints
- basis pursuit
- risk minimization
- operator splitting