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The LICQ radius quantifies how close a formulation is to violating the Linear Independence Constraint Qualification, revealing subtle formulation sensitivities.
Adversarial perturbations can be effectively managed in bandit optimization, revealing how budget constraints shape regret outcomes in complex loss landscapes.