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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
4mo ago
Amsterdam transport planning environment
PCN
Normalized Hypervolume
0.97
40
4mo ago
RLVR-GSM
PALM
Multiplicative Gap (ε)
0.0112
12
3mo ago
Maze
RANDOM
Mean Episode Reward (MER)
223.55
11
4mo ago
Queue
HEURISTIC
MER
1.6
11
4mo ago
Deep Sea Treasure
PCN
Hypervolume (HV)
22,845.4
10
2mo ago
CrazyflieFormationEnv v0
PASTA
Hypervolume
0.239
9
2mo ago
MO-Gymnasium MOWalker2D
ANSGAII
Sparsity
294
8
5mo ago
MO-Gymnasium MOHumanoid
ANSGAII
Sparsity
62.5
8
5mo ago
MO-Gymnasium MOSwimmer
ANSGAII
Sparsity
15.4
8
5mo ago
MO-Gymnasium MOAnt
ANSGAII
Sparsity
354
8
5mo ago
MO-Gymnasium MOHalfcheetah
ANSGAII
Sparsity
12.6
8
5mo ago
MO-Gymnasium HopperEnv
EmoDM
Sparsity
3.24
8
5mo ago
MO-Gymnasium Water Reservoir
ANSGAII
Sparsity
3.45
8
5mo ago
MO-Gymnasium MountainCar
ANSGAII
Sparsity
90.4
8
5mo ago
MO-Gymnasium MOLunarLander
EmoDM
Sparsity
14.8
8
5mo ago
MO-Gymnasium Fishwood
ANSGAII
Sparsity
2.21
8
5mo ago
MO-Gymnasium BreakableBottles
ANSGAII
Sparsity
40.2
8
5mo ago
MO-Gymnasium FruitTree
EmoDM
Sparsity
326
8
5mo ago
MO-Gymnasium FourRoom
ANSGAII
Sparsity
521
8
5mo ago
MO-Gymnasium ResourceGathering
Deep Qlearning
Sparsity
809
8
5mo ago
MO-Gymnasium HighwayEnv
EmoDM
Sparsity
22
8
5mo ago
MO-Gymnasium Deep Sea Treasure
ANSGAII
Sparsity
20.1
8
5mo ago
Lunar Lander 4d
SPFT
Hypervolume (HV)
1.24
8
1mo ago
MO-PointMaze 3obj
ESR-IQL
ESR
7.2
7
25d ago
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