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SOTA Robotic Planning benchmarks and papers with code | Wizwand
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Robotic Planning
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
OGBench Scene 48 (play)
CoFi
Success Rate
0.63
16
1d ago
OGBench AntMaze Giant 48 (stitch)
CoFi
Success Rate
85
16
1d ago
OGBench PointMaze Giant 48 (stitch)
CoFi
Success Rate
96
16
1d ago
LEMMA Single-Agent Overall
SG-CoT
Success Rate (SR)
80
14
2mo ago
LEMMA Single-Agent Underspecified
SG-CoT
Success Rate (SR)
99
14
2mo ago
LEMMA Single-Agent Absence
SG-CoT
Success Rate (SR)
96
14
2mo ago
LEMMA Single-Agent Multiplicity
SG-CoT
Success Rate (SR)
77
14
2mo ago
OGBench Antmaze Stitch (Large)
CDGS
Success Rate
88
8
1d ago
OGBench Antmaze Stitch Medium
CD
Success Rate
97
8
1d ago
OGBench Pointmaze Stitch Large
GSC
Success Rate
100
8
1d ago
Robotic Planning Overall (combined)
SCT-4B
Success Rate
46
8
20d ago
Robotic Planning (Unseen Tasks)
SCT-4B
Prepare Experiment Success Rate
45
8
20d ago
Robotic Planning (Seen Tasks)
SCT-4B
Classic Success Rate
60
8
20d ago
LEMMA Stack and Pass tasks, partially observed (test)
SG-CoT
Success Rate
75
8
2mo ago
EB-ALFRED (test)
RoboAgent
Base Score
72
7
20d ago
Robotouille Impossible
Expert Ops.
Solved Percentage
100
7
3mo ago
Robotouille Hard
Expert Ops.
Solved Rate
58.1
7
3mo ago
Robotouille Easy
Expert Ops.
Solved Rate
81
7
3mo ago
Maze2D hybrid composition (100 samples)
MPPI + g^car
Safety Score
95
6
13d ago
Maze2D dynamic obstacles (100 samples)
MPPI + g^car
Safety Score
96
6
13d ago
Maze2D static goal (100 samples)
MPPI + g^car
Safety
100
6
13d ago
Maze2D static obstacles (100 samples)
MPPI
Safety
100
6
13d ago
EB-Habitat (test)
RoboEvolve
Average Success Rate
54.3
6
20d ago
Set Table
MoMaStage
Success Rate
93.67
6
2mo ago
Prepare_Groceries
MoMaStage
Success Rate
91.67
6
2mo ago
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