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SOTA Multi-objective Reinforcement Learning benchmarks and papers with code | Wizwand
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Multi-objective Reinforcement Learning
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
Xi’an transport planning environment
PCN
Normalized Hypervolume
0.93
41
2mo ago
Amsterdam transport planning environment
PCN
Normalized Hypervolume
0.97
40
2mo ago
RLVR-GSM
PALM
Multiplicative Gap (ε)
0.0112
12
1mo ago
Maze
RANDOM
Mean Episode Reward (MER)
223.55
11
2mo ago
Queue
HEURISTIC
MER
1.6
11
2mo ago
Deep Sea Treasure
PCN
Hypervolume (HV)
22,845.4
10
1mo ago
CrazyflieFormationEnv v0
PASTA
Hypervolume
0.239
9
20d ago
MO-Gymnasium MOWalker2D
ANSGAII
Sparsity
294
8
3mo ago
MO-Gymnasium MOHumanoid
ANSGAII
Sparsity
62.5
8
3mo ago
MO-Gymnasium MOSwimmer
ANSGAII
Sparsity
15.4
8
3mo ago
MO-Gymnasium MOAnt
ANSGAII
Sparsity
354
8
3mo ago
MO-Gymnasium MOHalfcheetah
ANSGAII
Sparsity
12.6
8
3mo ago
MO-Gymnasium HopperEnv
EmoDM
Sparsity
3.24
8
3mo ago
MO-Gymnasium Water Reservoir
ANSGAII
Sparsity
3.45
8
3mo ago
MO-Gymnasium MountainCar
ANSGAII
Sparsity
90.4
8
3mo ago
MO-Gymnasium MOLunarLander
EmoDM
Sparsity
14.8
8
3mo ago
MO-Gymnasium Fishwood
ANSGAII
Sparsity
2.21
8
3mo ago
MO-Gymnasium BreakableBottles
ANSGAII
Sparsity
40.2
8
3mo ago
MO-Gymnasium FruitTree
EmoDM
Sparsity
326
8
3mo ago
MO-Gymnasium FourRoom
ANSGAII
Sparsity
521
8
3mo ago
MO-Gymnasium ResourceGathering
Deep Qlearning
Sparsity
809
8
3mo ago
MO-Gymnasium HighwayEnv
EmoDM
Sparsity
22
8
3mo ago
MO-Gymnasium Deep Sea Treasure
ANSGAII
Sparsity
20.1
8
3mo ago
Lunar Lander 4d
SPFT
Hypervolume (HV)
1.24
8
2d ago
MuJoCo 8 continuous-action tasks MO-Gymnasium (aggregated)
PDMORL
Hypervolume (HV)
3.25
7
22d ago
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