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5d1fb48eb5
Measured all near-term levers on the official MM-Fi cross-subject split: - mixup+TTA+ensemble = best at 64.92% (+0.9 over doc 64.04) - pose-contrastive foundation pretrain: estimated +5..+12, MEASURED -2.3 (SupCon loss pinned at ln(B) across K/BS/seeds -> same-pose CSI is not contrastively alignable across subjects) - instance-norm+SpecAugment -4.6; CORAL/DANN ~0 Conclusion: the 18-pt in-domain<->cross-subject gap is fundamental subject shift, not algorithmic. Promotes multi-subject data collection to the primary lever; recommends re-scoping ADR-150 phase 1 around capture. Co-Authored-By: claude-flow <ruv@ruv.net>