Tighter Problem-Dependent Regret Bounds in Reinforcement Learning without Domain Knowledge using Value Function Bounds

TighterProblem-DependentRegretBoundsinReinforcementLearningwithoutDomainKnowledgeusingValueFunctionBoundsAndreaZanette1EmmaBrunskill2AbstractFortunatelyinpracticereinforcementlearningalgorithmsof-t...