2 papers
cs.LG2026
CLASP: An online learning algorithm for Convex Losses And Squared Penalties
Ricardo N. Ferreira, João Xavier, Cláudia Soares
We study Constrained Online Convex Optimization (COCO), where a learner chooses actions iteratively, observes both unanticipated convex loss and convex constraint, and accumulates…
cs.LG2025
Optimal Bounds for Adversarial Constrained Online Convex Optimization
Ricardo N. Ferreira, Cláudia Soares
Constrained Online Convex Optimization (COCO) can be seen as a generalization of the standard Online Convex Optimization (OCO) framework. At each round, a cost function and constra…