Cost-Aware Iteration Allocation for Sequential Multi-Fidelity First-Order Optimization

Amir Ardestani-Jaafari, Warren Hare, Zhongda Huang

Optimization can be expensive when evaluating the objective and its gradient requires a large dataset or a costly simulation. A cheaper approximation (i.e., a surrogate) can provid…