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Active perception handoff on Bookshelf-P

92.4Search EfficiencyAAWR
7.74429.72251.773.678Dec 1, 2025

Evaluation results

MethodLinks
AAWR2025.1292.444.436.6—
AAWR2025.1292.4—36.644.4
AWR2025.1279.6034—
AWR2025.1279.6—340
Exhaustive2025.1264.244105.4—
Exhaustivetype=engineered controller2025.1264.2—105.444
VLM+π02025.1231.427.8322.3—
VLM+π0backbone=Gemini-2.5 VLM2025.1231.4—322.327.8
BC2025.1229.92084—
BC2025.1229.9—8420
π02025.121116.7263.3—
π02025.1211—263.316.7