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 |
ARLBench Leaderboard Data
This is the data repository for the ARLBench leaderboard. If you want to add your own runs to the leaderboard, please make a PR here with the following content:
- The data file(s) with your data. There's a template available you can fill in. If you add data for all algorithms, you can use a single file. If you're only adding for a subset, add separate files per algorithm.
- The extended data split. This means extending the ReadMe.md config. If you added a file with all algorithms, you can add that file's name in the top list. Else add all per-algorithm files in the list corresponding to the algorithm name.
- A description of your method as well as source code. This can be done by linking a writeup/paper and code in the PR.
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