{ "protocol": "Each geometry is applied to each modality independently, so no transform crosses the gauge or uses the pairing. The bound is the anchor upper bound; the last column re-computes it with a rank comparison operator instead of a linear one.", "label": "natural-best", "rows": [ { "geometry": "euclidean (current)", "correlation": 0.7157944505313568, "anchor_bound": 0.3359375, "anchor_bound_rank_operator": 0.1453125 }, { "geometry": "global rank (copula)", "correlation": 0.6453667782045476, "anchor_bound": 0.171875, "anchor_bound_rank_operator": 0.1453125 }, { "geometry": "row rank", "correlation": 0.6374571651517471, "anchor_bound": 0.165625, "anchor_bound_rank_operator": 0.1484375 }, { "geometry": "local scaling", "correlation": 0.7162509779848556, "anchor_bound": 0.3625, "anchor_bound_rank_operator": 0.1703125 }, { "geometry": "diffusion t=3", "correlation": 0.5659469014331384, "anchor_bound": 0.0546875, "anchor_bound_rank_operator": 0.0453125 }, { "geometry": "heat kernel", "correlation": 0.7381033036202107, "anchor_bound": 0.31875, "anchor_bound_rank_operator": 0.1546875 }, { "geometry": "hyperbolic d=16", "correlation": 0.7135662664726405, "anchor_bound": 0.246875, "anchor_bound_rank_operator": 0.1703125 } ], "best": { "geometry": "local scaling", "correlation": 0.7162509779848556, "anchor_bound": 0.3625, "anchor_bound_rank_operator": 0.1703125 } }