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Robot Manipulation (Move Near) on SimplerEnv-Fractal Google Robot

85.5Success RateGeoAlign
29.54844.07458.673.126Jun 2, 2026

Evaluation results

MethodLinks
GeoAlignEvaluation protocol=Controlled, Source context=ours2026.0685.5
CogACTEvaluation protocol=Public-context (Transcribed), Source context=CogACT Table 1 [49]2026.0685
RT-2-XEvaluation protocol=Public-context (Transcribed), Source context=MolmoAct Tbl. 1 [38]2026.0677.9
MolmoActEvaluation protocol=Public-context (Transcribed), Source context=MolmoAct Tbl. 1 [38], Mode=fine-tuned2026.0677.1
RGB-only baselineEvaluation protocol=Controlled, Source context=ours2026.0675.5
MolmoActEvaluation protocol=Public-context (Transcribed), Source context=MolmoAct Tbl. 1 [38], Mode=zero-shot2026.0673.8
SpatialVLAEvaluation protocol=Public-context (Transcribed), Source context=MolmoAct Tbl. 1 [38]2026.0669.6
GR00T-N1.5Evaluation protocol=Public-context (Transcribed), Source context=MolmoAct Tbl. 1 [38]2026.0668.7
MagmaEvaluation protocol=Public-context (Transcribed), Source context=MolmoAct Tbl. 1 [38]2026.0665.4
OpenVLAEvaluation protocol=Public-context (Transcribed), Source context=MolmoAct Tbl. 1 [38]2026.0646.2
RT-1-XEvaluation protocol=Public-context (Transcribed), Source context=MolmoAct Tbl. 1 [38]2026.0631.7