Resolve the contact-role contribution ranking
Determine the relative ranking of predictive wrench supervision, Action–Wrench Critic valuation, and local adaptation wrench supervision in Facet-0, since the reported ablation results do not distinguish their individual contributions reliably.
References
Individual removals differ by only one to two successes in 20 trials, so their ordering is not resolved, but the contact-quality pattern is consistent: predictive-wrench removal preserves the $0.2\times$ peak, whereas removing critic or adaptation wrench raises it to $0.5\times$ and $0.4\times$.
— Facet-0: A Robotic Foundation Model for Contact-Rich Precise Manipulation
(2609.01596 - Deng et al., 1 Sep 2026) in Section 4.4, “Ablation Studies (Q4),” Contact-role ablation