Persistence of map-induced structure under t-SNE gradient flow

Determine whether the weak limit as $t\to\infty$ of a t-SNE gradient flow remains induced by a measurable map when the initial symmetry-invariant coupling is induced by a measurable map.

Background

The generalized t-SNE formulation allows optimization over couplings, or plans, rather than only deterministic maps. This relaxation facilitates compactness and variational analysis but permits a single feature-space point to correspond to multiple embedded locations.

The authors note that map-induced structure is important for interpreting embeddings and that the conjecture is needed to turn symmetry-invariant critical points in the relaxed coupling formulation into critical points represented by genuine embeddings.

References

Suppose that $\pi_0$ is a $(G_X,G_Y)$ symmetry-invariant plan which is induced by a measurable map. Then the weak limit of $\pi_t$ as $t \to \infty$ is also induced by a measurable map.

On the Abundance of Critical Points of the t-SNE Energy  (2609.04379 - Haridas et al., 3 Sep 2026) in Conjecture 10, Section 4, subsection “Non-minimality of trivial maps in Euclidean settings”