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Robot Manipulation on Simulated robot contact trials Direct learned-action matrix, N=144

73.61Task Success RatePaCo-VLA
-2.944416.930336.80556.6797May 30, 2026

Evaluation results

MethodLinks
PaCo-VLAInterface=Direct learned-action matrix2026.0573.61100
DPShielded Projection=false2026.051.3999.3
DPShielded Projection=true2026.051.39100
ACTShielded Projection=false2026.050100
ACTShielded Projection=true2026.050100
OctoShielded Projection=false2026.050100
OctoShielded Projection=true2026.050100