Graph shortest-path geodesic distance as a replacement for cosine similarity improves image-text contrastive pre-training by 1 to 3 retrieval points on ALBEF, TCL, and MAFA baselines.
Geometry of oblique projections
1 Pith paper cite this work. Polarity classification is still indexing.
abstract
Let A be a unital C*-algebra. Denote by P the space of selfadjoint projections of A. We study the relationship between P and the spaces of projections P_a determined by the different involutions #_a induced by positive invertible elements a in A. The maps f_p: P \to P_a sending p to the unique q in P_a with the same range as p and \Omega_a: P_a \to P sending q to the unitary part of the polar decomposition of the symmetry 2q-1 are shown to be diffeomorphisms. We characterize the pairs of idempotents q, r in A with |q-r|<1 such that there exists a positive element a in A verifying that q, r are in P_a. In this case q and r can be joined by an unique short geodesic along the space of idempotents Q of A.
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GeoMM: On Geodesic Perspective for Multi-modal Learning
Graph shortest-path geodesic distance as a replacement for cosine similarity improves image-text contrastive pre-training by 1 to 3 retrieval points on ALBEF, TCL, and MAFA baselines.