Skip to content

Author

Daniil Gavrilov

Tinkoff Research

We have 1 of 30 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Preprint Jul 2026

Qantara: Bridge-Flow Training for Multi-Paradigm JEPA Control

Qantara is presented, an end-to-end JEPA whose joint training objective pairs a Brownian-bridge interpolant between consecutive clean latents on the state axis with noise-to-data flow matching on the action axis, and these results move JEPA world models from single-paradigm planners to multi-paradigm controllers.

Ruslan Rakhimov, George Bredis, Yuriy Maksyuta et al. · 2 citations