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CoRMA: Contrastive RMA for Contact-Rich Meta-Adaptation

cs.RO · 2026-05-21 · unverdicted · novelty 6.0 · 2 refs

CoRMA modifies RMA by replacing raw parameter adaptation with inference of a 6D semantic contact context via a causal Transformer trained with semantic regression and force-regime contrastive loss, yielding higher real-world success than FORGE baselines on PegInsert, GearMesh, and NutThread under ta

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  • CoRMA: Contrastive RMA for Contact-Rich Meta-Adaptation cs.RO · 2026-05-21 · unverdicted · none · ref 8 · 2 links

    CoRMA modifies RMA by replacing raw parameter adaptation with inference of a 6D semantic contact context via a causal Transformer trained with semantic regression and force-regime contrastive loss, yielding higher real-world success than FORGE baselines on PegInsert, GearMesh, and NutThread under ta