method,authors,arlbench_version,tuning_seeds,evaluation_seeds,target_algorithm,environment,incumbent_performance,evaluation_performance PBT,Demo,0.1.0,0-4,5-25,PPO,LunarLander-v2,190,120 PBT,Demo,0.1.0,0-4,5-25,PPO,Brax Halfcheetah,4400,4250 PBT,Demo,0.1.0,0-4,5-25,PPO,MiniGrid-Empty-5x5,0.12,0.78 PBT,Demo,0.1.0,0-4,5-25,PPO,MiniGrid-FourRooms,0.01,0.03 PBT,Demo,0.1.0,0-4,5-25,PPO,ALE-BattleZone-v5,600,100 PBT,Demo,0.1.0,0-4,5-25,DQN,Acrobot-v1,-5,10 PBT,Demo,0.1.0,0-4,5-25,DQN,MiniGrid-Empty-5x5,0.2,0.84 PBT,Demo,0.1.0,0-4,5-25,DQN,MiniGrid-FourRooms,0.1,0.05 PBT,Demo,0.1.0,0-4,5-25,DQN,ALE-BattleZone-v5,200,400 PBT,Demo,0.1.0,0-4,5-25,SAC,BipedalWalker-v3,200,100 PBT,Demo,0.1.0,0-4,5-25,SAC,Brax Halfcheetah,7000,200 PBT,Demo,0.1.0,0-4,5-25,SAC,Pendulum-v1,-110,-103 PBT,Demo,0.1.0,0-4,5-25,SAC,MountainCarContinuous-v0,0.1,0.05