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Robotic Manipulation on VLABench seen object configurations π0.5

38.8Success RateBase model (Full)
0.8410.69520.5530.405Jul 7, 2026

Evaluation results

MethodLinks
Base model (Full)NFE=-2026.0738.8—18.81
ActionCacheNFE=02026.0732.9-5.91.611.75
ActionCacheNFE=12026.0732.4-6.43.65.22
ActionCacheNFE=22026.0731-7.85.43.48
EfficientVLANFE=52026.0728.1-10.710.81.74
EfficientVLANFE=22026.076.9-31.96.62.85
Base modelNFE=12026.076.8-322.57.52
EfficientVLANFE=12026.072.3-36.55.13.69