P2SROisabletoparallelize PSROwith convergence guarantees bymaintaining ahierarchical pipeline ofreinforcement learning workers, each training against the policies generated by lower levels in the hierarchy.

Despite the widespread success of Transformers across various domains, their optimization guarantees in large-scale model settings are not well-understood.

BEACON introduces several novel ideas to the design of implicit communication and efficient exploration.