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SOTA Meta-Reinforcement Learning benchmarks and papers with code | Wizwand
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Meta-Reinforcement Learning
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
MuJoCo HalfCheetah 10D-task (c) (test)
RoML
CVaR 0.05 Return
1,024
7
4d ago
MuJoCo HalfCheetah 10D-task (b) (test)
RoML
CVaR0.05 Return
1,697
7
4d ago
MuJoCo HalfCheetah 10D-task (a) (test)
RoML
CVaR 0.05 Return
1,227
7
4d ago
MuJoCo HalfCheetah Body variation (test)
RoML
CVaR 0.05 Return
935
7
4d ago
MuJoCo HalfCheetah Mass variation (test)
RoML
CVaR 0.05 Return
1,259
7
4d ago
MuJoCo HalfCheetah Velocity variation (test)
RoML
CVaR 0.05 Return
-184
7
4d ago
MetaWorld ML45
GLiBRL
Success Rate
45
5
3d ago
MetaWorld ML-10
VariBAD
Reach
48.7
4
3d ago
MetaWorld ML-10 (test)
SDVT
Drawer Open
2,144.3
4
4d ago
MetaWorld ML-10 (train)
CRAFT
Reach
3,696.9
4
3d ago
2-D point robot navigation (meta-test)
DR-MAML+
Average Return
-19.2
4
4d ago
Cheetah vel-ood
CSP
FLOPs (k)
0.53
3
4d ago
Lunarlander g
CSP
FLOPs (k)
0.015
3
4d ago
Cartpole fl-ood
CSP
FLOPs (k)
0.004
3
4d ago
InvDoublePend params
CSP
FLOPs (k)
39
3
4d ago
Hopper params
CSP
FLOPs (k)
0.51
3
4d ago
Walker2d params
CSP
FLOPs (k)
3.11
3
4d ago
MuJoCo Ant Body variation (test)
RoML
CVaR 0.05 Return
1,368
2
4d ago
MuJoCo Ant Mass variation (test)
RoML
CVaR 0.05 Return
1,385
2
4d ago
MuJoCo Ant Goal variation (test)
RoML
CVaR 0.05 Return
-454
2
4d ago
MuJoCo Humanoid Body variation (test)
RoML
CVaR 0.05 Return
1,365
2
4d ago
MuJoCo Humanoid Mass variation (test)
RoML
CVaR 0.05 Return
1,378
2
4d ago
MuJoCo Humanoid Velocity variation (test)
RoML
CVaR 0.05 Return
833
2
4d ago
LunarLander
-
-
0
4d ago
Highway
-
-
0
4d ago
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