method,authors,arlbench_version,tuning_seeds,evaluation_seeds,budget,target_algorithm,environment,incumbent_performance,evaluation_performance Random Search,ARLBench Team,0.1.0,0-2,,32,PPO,LunarLander-v2,225.29742, Random Search,ARLBench Team,0.1.0,0-2,,32,PPO,Brax Halfcheetah,10751.5625, Random Search,ARLBench Team,0.1.0,0-2,,32,PPO,MiniGrid-Empty-5x5,0.96955466, Random Search,ARLBench Team,0.1.0,0-2,,32,PPO,MiniGrid-FourRooms,0.14105469, Random Search,ARLBench Team,0.1.0,0-2,,32,PPO,ALE-BattleZone-v5,38664.062, Random Search,ARLBench Team,0.1.0,0-2,,32,DQN,Acrobot-v1,-70.30469, Random Search,ARLBench Team,0.1.0,0-2,,32,DQN,MiniGrid-Empty-5x5,0.96674216, Random Search,ARLBench Team,0.1.0,0-2,,32,DQN,MiniGrid-FourRooms,0.11114062, Random Search,ARLBench Team,0.1.0,0-2,,32,DQN,ALE-BattleZone-v5,30039.062, Random Search,ARLBench Team,0.1.0,0-2,,32,SAC,BipedalWalker-v3,319.99792, Random Search,ARLBench Team,0.1.0,0-2,,32,SAC,Brax Halfcheetah,10922.775, Random Search,ARLBench Team,0.1.0,0-2,,32,SAC,Pendulum-v1,0.0, Random Search,ARLBench Team,0.1.0,0-2,,32,SAC,MountainCarContinuous-v0,95.26932873,