method,authors,arlbench_version,tuning_seeds,evaluation_seeds,target_algorithm,environment,incumbent_performance,evaluation_performance SMAC,Demo,0.1.0,0-4,5-25,PPO,LunarLander-v2,110,180 SMAC,Demo,0.1.0,0-4,5-25,PPO,Brax Halfcheetah,4500,7000 SMAC,Demo,0.1.0,0-4,5-25,PPO,MiniGrid-Empty-5x5,0.11,0.88 SMAC,Demo,0.1.0,0-4,5-25,PPO,MiniGrid-FourRooms,0.05,0.032 SMAC,Demo,0.1.0,0-4,5-25,PPO,ALE-BattleZone-v5,400,170 SMAC,Demo,0.1.0,0-4,5-25,DQN,Acrobot-v1,-2,18 SMAC,Demo,0.1.0,0-4,5-25,DQN,MiniGrid-Empty-5x5,0.21,0.92 SMAC,Demo,0.1.0,0-4,5-25,DQN,MiniGrid-FourRooms,0.0,0.1 SMAC,Demo,0.1.0,0-4,5-25,DQN,ALE-BattleZone-v5,240,500 SMAC,Demo,0.1.0,0-4,5-25,SAC,BipedalWalker-v3,210,130 SMAC,Demo,0.1.0,0-4,5-25,SAC,Brax Halfcheetah,1000,2000 SMAC,Demo,0.1.0,0-4,5-25,SAC,Pendulum-v1,-112,-115 SMAC,Demo,0.1.0,0-4,5-25,SAC,MountainCarContinuous-v0,0.15,0.55