method
stringclasses 3
values | authors
stringclasses 1
value | arlbench_version
stringclasses 1
value | tuning_seeds
stringclasses 1
value | evaluation_seeds
stringclasses 1
value | target_algorithm
stringclasses 3
values | environment
stringclasses 9
values | incumbent_performance
float64 -140
7k
| evaluation_performance
float64 -115
7k
|
|---|---|---|---|---|---|---|---|---|
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
| 4,500
| 7,000
|
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
| 0.1
|
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
| 1,000
| 2,000
|
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
|
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
| 4,400
| 4,250
|
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
| 7,000
| 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
|
Random Search
|
Demo
|
0.1.0
|
0-4
|
5-25
|
PPO
|
LunarLander-v2
| 200
| 110
|
Random Search
|
Demo
|
0.1.0
|
0-4
|
5-25
|
PPO
|
Brax Halfcheetah
| 4,500
| 4,200
|
Random Search
|
Demo
|
0.1.0
|
0-4
|
5-25
|
PPO
|
MiniGrid-Empty-5x5
| 0.1
| 0.9
|
Random Search
|
Demo
|
0.1.0
|
0-4
|
5-25
|
PPO
|
MiniGrid-FourRooms
| 0.01
| 0
|
Random Search
|
Demo
|
0.1.0
|
0-4
|
5-25
|
PPO
|
ALE-BattleZone-v5
| 500
| 200
|
Random Search
|
Demo
|
0.1.0
|
0-4
|
5-25
|
DQN
|
Acrobot-v1
| -20
| 50
|
Random Search
|
Demo
|
0.1.0
|
0-4
|
5-25
|
DQN
|
MiniGrid-Empty-5x5
| 0.5
| 0.8
|
Random Search
|
Demo
|
0.1.0
|
0-4
|
5-25
|
DQN
|
MiniGrid-FourRooms
| 0
| 0
|
Random Search
|
Demo
|
0.1.0
|
0-4
|
5-25
|
DQN
|
ALE-BattleZone-v5
| 400
| 600
|
Random Search
|
Demo
|
0.1.0
|
0-4
|
5-25
|
SAC
|
BipedalWalker-v3
| 300
| 200
|
Random Search
|
Demo
|
0.1.0
|
0-4
|
5-25
|
SAC
|
Brax Halfcheetah
| 5,000
| 4,700
|
Random Search
|
Demo
|
0.1.0
|
0-4
|
5-25
|
SAC
|
Pendulum-v1
| -140
| -98
|
Random Search
|
Demo
|
0.1.0
|
0-4
|
5-25
|
SAC
|
MountainCarContinuous-v0
| 0
| 0
|
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