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Benchmarks
State Abstraction on MiniGrid FourRooms 16x16
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100
Return
Ground truth (4 rooms)
91.056
93.378
95.7
98.022
May 29, 2026
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Rooms Recovered
Doorways Identified
Updated 1mo ago
Evaluation Results
Method
Method
Links
Return
Rooms Recovered
Doorways Identified
Ground truth (4 rooms)
Abstract states=4
2026.05
100
100
100
Bisimulation (latent)
Abstract states=38
2026.05
97.2
-
-
Tangle-core
Abstract states=4
2026.05
96.8
100
75
DeepMDP (latent)
Abstract states=22
2026.05
95.8
-
-
Spectral clustering
Abstract states=4
2026.05
91.4
75
25
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