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Papers Benchmarks Datasets Tasks

MO-Gymnasium dataset and benchmarks · SOTA2 Research

Research Datasets

MO-Gymnasium

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Multi-objective Reinforcement Learning

MO-Gymnasium MOWalker2D

294Sparsity

8

Multi-objective Reinforcement Learning

MO-Gymnasium MOHumanoid

62.5Sparsity

8

Multi-objective Reinforcement Learning

MO-Gymnasium MOSwimmer

15.4Sparsity

8

Multi-objective Reinforcement Learning

MO-Gymnasium MOAnt

354Sparsity

8

Multi-objective Reinforcement Learning

MO-Gymnasium MOHalfcheetah

12.6Sparsity

8

Multi-objective Reinforcement Learning

MO-Gymnasium HopperEnv

3.24Sparsity

8

Multi-objective Reinforcement Learning

MO-Gymnasium Water Reservoir

3.45Sparsity

8

Multi-objective Reinforcement Learning

MO-Gymnasium MountainCar

90.4Sparsity

8

Multi-objective Reinforcement Learning

MO-Gymnasium MOLunarLander

14.8Sparsity

8

Multi-objective Reinforcement Learning

MO-Gymnasium Fishwood

2.21Sparsity

8

Multi-objective Reinforcement Learning

MO-Gymnasium BreakableBottles

40.2Sparsity

8

Multi-objective Reinforcement Learning

MO-Gymnasium FruitTree

326Sparsity

8

Multi-objective Reinforcement Learning

MO-Gymnasium FourRoom

521Sparsity

8

Multi-objective Reinforcement Learning

MO-Gymnasium ResourceGathering

809Sparsity

8

Multi-objective Reinforcement Learning

MO-Gymnasium HighwayEnv

22Sparsity

8

Multi-objective Reinforcement Learning

MO-Gymnasium Deep Sea Treasure

20.1Sparsity

8

Multi-objective Reinforcement Learning

MO-Gymnasium 8 discrete-action tasks

4.25Hypervolume (HV)

6

Multi-Objective Optimization

MO-Gymnasium MO-Mountaincar

1.11Hypervolume (HV)

5

Multi-Objective Optimization

MO-Gymnasium Fishwood

2.4Hypervolume (HV)

5

Multi-Objective Optimization

MO-Gymnasium DST

3.87Hypervolume (HV)

5

Popular tasks

Multi-objective Reinforcement Learning Multi-Objective Optimization

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