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Robot Manipulation Latency and Throughput on LIBERO-Spatial

76Mean Latency (ms)PD-VLA
43.36263.68484704.32Jun 13, 2026

Evaluation results

MethodLinks
PD-VLALIBERO Avg. Steps=1.02026.06768213.2
π0-FASTLIBERO Avg. Steps=1.02026.069810210.2
OpenVLALIBERO Avg. Steps=1.02026.061271357.9
AVA-VLA (Full)LIBERO Avg. Steps=2.32026.061451896.9
AVA-VLA (w/o Early-Exit)LIBERO Avg. Steps=5.02026.063123403.2
CoT-VLALIBERO Avg. Steps=8.52026.068921,2401.1