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Environments

Benchmarks

Task NameDataset NameSOTA ResultTrend
Multi-robot navigation1000 Environments four-robot setup (unseen test)
Full Success Rate79
10
Depth Estimationenvironments (unseen)
DPE1.25
7
Sound Source Localizationenvironments (unseen)
SLE17
7
Image Goal NavigationEnvironments (Unseen)
Success Rate (SR)44
6
Image Goal Navigationenvironments (Seen)
Success Rate (SR)72
6
Depth EstimationEnvironments (seen)
DPE164
6
Sound Source LocalizationEnvironments (seen)
SLE14.9
6
Multi-step rollout prediction7 Environments (AlfWorld, BabyAI, Maze, SciWorld, TextCraft, WebShop, Wordle) (held-out episodes)
Token F1 (t=1)69
5
Neural Forward Frame RenderingSix Training Environments (val)
PSNR20.96
2
Unplug Charger8 Unseen Environments
Score0.887
1
Fold Towels8 unseen environments
Score95
1
Mouse Arrangement8 Unseen Environments
Score93.3
1
Pour Water8 unseen environments
Score92.2
1
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