Current universal segmentation methods demonstrate strong capabilities in pixel-level image and video understanding. However, they lack reasoning abilities and cannot be controlled via text instructions.

At the same time, the field of dynamical systems benefited from deep learning and scaled to countless applications but does not allow parameter identification.

TBAL is emerging as a widely-used solution in practice.