Sampler-on finetune configs (coverage + low-rank-weighted + uniform track sampling, p_mask chunk masking) across three data regimes: unfiltered egocentric EPIC-200, camera-static-filtered EPIC-200 (single kitchen), and the Wan-200 synthetic set re-run with the sampler on (vs the AUG=0 overfit baseline).