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Learning Efficiency on Task 1 Real robot evaluation (holdout set)

0.317Optimality GapConceptACT - Transformer
0.307720.370360.4330.49564Jan 23, 2026

Evaluation results

MethodLinks
ConceptACT - Transformer95% CI=[0.27, 0.40], Integration=Transformer2026.010.317
ConceptACT - Heads95% CI=[0.45, 0.56], Integration=Prediction Head2026.010.515
ACT95% CI=[0.48, 0.58]2026.010.549