{ "nodes": 5000, "knn": 32, "eigenpairs": 96, "heat_scales": 24, "message_passing_steps": 0, "graph_signature_retrieval": { "r@1": 0.0012000000569969416, "r@5": 0.00419999985024333, "r@10": 0.007000000216066837, "mean_reciprocal_rank": 0.004417822230607271, "median_rank": 1928.0, "chance_r@1": 0.0002, "chance_r@5": 0.001, "chance_r@10": 0.002, "confidence_margin_precision": { "10": { "correct": 0, "precision": 0.0 }, "50": { "correct": 0, "precision": 0.0 }, "100": { "correct": 0, "precision": 0.0 }, "500": { "correct": 0, "precision": 0.0 }, "1000": { "correct": 0, "precision": 0.0 } }, "mutual_nearest": { "selected": 1030, "correct": 0, "precision": 0.0 } }, "bundle_signature_retrieval": { "r@1": 0.0, "r@5": 0.0007999999797903001, "r@10": 0.0015999999595806003, "mean_reciprocal_rank": 0.0017711286200210452, "median_rank": 2284.0, "chance_r@1": 0.0002, "chance_r@5": 0.001, "chance_r@10": 0.002, "confidence_margin_precision": { "10": { "correct": 0, "precision": 0.0 }, "50": { "correct": 0, "precision": 0.0 }, "100": { "correct": 0, "precision": 0.0 }, "500": { "correct": 0, "precision": 0.0 }, "1000": { "correct": 0, "precision": 0.0 } }, "mutual_nearest": { "selected": 694, "correct": 0, "precision": 0.0 } }, "combined_signature_retrieval": { "r@1": 0.00019999999494757503, "r@5": 0.0015999999595806003, "r@10": 0.0034000000450760126, "mean_reciprocal_rank": 0.002721457276493311, "median_rank": 1936.0, "chance_r@1": 0.0002, "chance_r@5": 0.001, "chance_r@10": 0.002, "confidence_margin_precision": { "10": { "correct": 0, "precision": 0.0 }, "50": { "correct": 0, "precision": 0.0 }, "100": { "correct": 0, "precision": 0.0 }, "500": { "correct": 0, "precision": 0.0 }, "1000": { "correct": 0, "precision": 0.0 } }, "mutual_nearest": { "selected": 783, "correct": 0, "precision": 0.0 } }, "evaluation_note": "Each signature is computed independently from one modality. Ground truth is loaded only after graph construction to score the hidden permutation." }