FPMCO decomposes multi-constraint RL into KL-projection sub-problems, achieving higher reward with lower computing than second-order rivals on the new SCIG robotics benchmark.

The challenge of resource allocation for UAV swarms in dynamic and uncertain electromagnetic environments has been investigated for years. In a recent breakthrough published in the Chinese Journal of ...

In this paper we present a trust region method of conic model for linearly constrained optimization problems. We discuss trust region approaches with conic model subproblems. Some equivalent variation ...

A friend from college is spending the year in Rome, on sabbatical with his family, writing two books. Despite the desire to visit them there, to see Rome as no tourist can ever see it, and to ...

The article develops a first specialized branch-and-bound style exact search algorithm together with various search techniques for causal discovery in the presence of cycles and latent confounders.

Optimization seeks to find the best. It could be to design a process that minimizes capital or maximizes material conversion, to choose operating conditions that maximize throughput or minimize waste, ...

Constraint Reasoning and Optimization Group is offering summer internships to MSc and BSc level students, providing a hands-on experience to forefront research in the group. The has summer intern ...