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Swimmer

Benchmarks

Task NameDataset NameSOTA ResultTrend
Reinforcement LearningSwimmer
Average Returns260.35
24
Reinforcement LearningSwimmer v3
Mean Reward359.79
15
Reinforcement LearningSwimmer v4
Average Episodic Reward128.5
12
LocomotionSwimmer
Relative Return Improvement3.59
10
Simulator Benchmark OptimizationSwimmer
Median Performance-339.62
9
Continuous ControlSwimmer v5
Average Episodic Reward119.3
8
Imitation Learning from ObservationSwimmer v4
AER0.73
8
Multi-objective Reinforcement LearningSwimmer-2
Hypervolume (HV)3.54
6
Reinforcement LearningSwimmer-vel online downstream setting
Normalized Reward1.65
6
Safe Reinforcement LearningSwimmer-vel (offline)
Normalized Reward2.39
6
Quality-DiversitySwimmer
GT QD Score21.31
6
Continuous ControlSwimmer v2 (test)
Average Return354
6
Imitation LearningSwimmer
Mean Score141.1
6
Reinforcement LearningSwimmer (Gymnasium)
Mean Best Reward294.57
5
Continuous ControlSwimmer MuJoCo v5
Max Return114
5
Reinforcement LearningSwimmer
Mean Best Reward294.57
4
Safe Reinforcement LearningSwimmer Velocity tasks suite
Average Reward36.32
4
Reinforcement LearningSwimmer Velocity tasks suite (test)
Average Reward36.32
4
Robot Co-designSwimmer search phase
D2C Score9.35
3
Continuous ControlSwimmer v5
Terminal Performance22.3
2
Reinforcement LearningSwimmer
Terminal Performance22.3
2
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