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MO-Gymnasium

Benchmarks

Task NameDataset NameSOTA ResultTrend
Multi-objective Reinforcement LearningMO-Gymnasium MOWalker2D
Sparsity294
8
Multi-objective Reinforcement LearningMO-Gymnasium MOHumanoid
Sparsity62.5
8
Multi-objective Reinforcement LearningMO-Gymnasium MOSwimmer
Sparsity15.4
8
Multi-objective Reinforcement LearningMO-Gymnasium MOAnt
Sparsity354
8
Multi-objective Reinforcement LearningMO-Gymnasium MOHalfcheetah
Sparsity12.6
8
Multi-objective Reinforcement LearningMO-Gymnasium HopperEnv
Sparsity3.24
8
Multi-objective Reinforcement LearningMO-Gymnasium Water Reservoir
Sparsity3.45
8
Multi-objective Reinforcement LearningMO-Gymnasium MountainCar
Sparsity90.4
8
Multi-objective Reinforcement LearningMO-Gymnasium MOLunarLander
Sparsity14.8
8
Multi-objective Reinforcement LearningMO-Gymnasium Fishwood
Sparsity2.21
8
Multi-objective Reinforcement LearningMO-Gymnasium BreakableBottles
Sparsity40.2
8
Multi-objective Reinforcement LearningMO-Gymnasium FruitTree
Sparsity326
8
Multi-objective Reinforcement LearningMO-Gymnasium FourRoom
Sparsity521
8
Multi-objective Reinforcement LearningMO-Gymnasium ResourceGathering
Sparsity809
8
Multi-objective Reinforcement LearningMO-Gymnasium HighwayEnv
Sparsity22
8
Multi-objective Reinforcement LearningMO-Gymnasium Deep Sea Treasure
Sparsity20.1
8
Multi-objective Reinforcement LearningMO-Gymnasium 8 discrete-action tasks
Hypervolume (HV)4.25
6
Multi-Objective OptimizationMO-Gymnasium MO-Mountaincar
Hypervolume (HV)1.11
5
Multi-Objective OptimizationMO-Gymnasium Fishwood
Hypervolume (HV)2.4
5
Multi-Objective OptimizationMO-Gymnasium DST
Hypervolume (HV)3.87
5
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