Edit Distance k-NN

Alternative alignment metric compared in appendix; computes edit distance between nearest neighbor lists

Neighborhood — ranked by edge-count

paper

method

Edit k-NN
related_to
Computes edit distance required to match nearest neighbors between two datasets, normalized by maximum edit distance

cosine ≥ 0.65 · no typed edge

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

Cycle k-NNmethod0.744
Alternative alignment metric; measures whether nearest neighbor in one domain also considers original sample as nearest neighbor in other domain
LCS k-NNmethod0.735
Calculates the longest common subsequence of nearest neighbors normalized by sequence length
Longest Common Subsequence k-NNmethod0.720
Alternative alignment metric compared in appendix; calculates longest common subsequence of nearest neighbor lists
Mutual k-Nearest Neighbor Alignment Metricmethod0.696
Primary alignment metric used in experiments; measures mean intersection of k-nearest neighbor sets between two kernels
normalized area AUSNconcept0.680
Average of S(ℓ) across layers.
Radius of influenceconcept0.658
The maximum distance over which a cell alters the future fate of another cell; used to quantify the cognitive light cone.
Geometry summaries (Sbmax, AUSN)method0.656
Peak anchoring (Sbmax) and normalized area under the S(ℓ) curve (AUSN) used to summarize trajectory.
Manual model editing through parameter manipulationconcept0.656
Application enabled by VPD: direct manipulation of weight matrices for interpretable model modification.