MPE
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
MPE Reference (test)
39.6Final Test Return
6
MPE simple_spread
91.24Reward
5
MPE reference
92F1 Score
5
MPE spread
85F1 Score
5
MPE pz-mpe-simple-adversary
124.36Params (K)
5
MPE pz-mpe-simple-tag
102.28Params (K)
5
MPE pz-mpe-simple-spread
191.18Number of learnable parameters (K)
5
MPE reference
0.4Perturbation Magnitude (L-inf)
4
MPE
-390.18Mean Episodic Reward
4
MPE Predator-prey (PP) v1 (Random)
78.5Normalized Score
4
MPE Cooperative Navigation
337.8Score (Random)
3
MPE Predator Prey
208.7Score (Random)
3
MPE simple_tag
227.69Reward
3
MPE simple_adversary
91.17Reward
3
MPE
11,080.922Hypervolume
3
MPE Tag
4,704.62Mean Episode Return
2
MPE Simple Spread to Simple Tag
18,147Environment Steps
2
MPE Simple Tag with prey speed increased from 1 to 2
22,247Environment Steps
2
MPE Simple Spread from 2 to 5 Landmarks
2,145Environment Steps
2
MPE Large-Pass
446.9Exploration Steps (thousands)
2
MPE Secret-Room
1,448,500Exploration Steps (k)
2
MPE Push-Box
972.3Exploration Steps (k)
2