38 citations · 181 across the 15 of their papers we have counts for
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On the Application of Danskin's Theorem to Derivative-Free Minimax Optimization
Abdullah Al-Dujaili, Shashank Srikant, Erik Hemberg +1
Motivated by Danskin's theorem, gradient-based methods have been applied with empirical success to solve minimax problems that involve non-convex outer minimization and non-concave…
Revisiting Norm Optimization for Multi-Objective Black-Box Problems: A Finite-Time Analysis
Abdullah Al-Dujaili, S. Suresh
The complexity of Pareto fronts imposes a great challenge on the convergence analysis of multi-objective optimization methods. While most theoretical convergence studies have addre…
Multi-Objective Simultaneous Optimistic Optimization
Abdullah Al-Dujaili, S. Suresh
Optimistic methods have been applied with success to single-objective optimization. Here, we attempt to bridge the gap between optimistic methods and multi-objective optimization.…
BMOBench: Black-Box Multi-Objective Optimization Benchmarking Platform
Abdullah Al-Dujaili, S. Suresh
This document briefly describes the Black-Box Multi-Objective Optimization Benchmarking (BMOBench) platform. It presents the test problems, evaluation procedure, and experimental s…