The Lorentzian Problem on the Group $SU(2)$
arXiv:2607.11592
2026
Dynamics
1 ideas extracted · analyzed Aug 30, 2026
What the math gives to ML
The paper develops explicit extremal trajectories for a Lorentzian control problem on the three-dimensional Lie group SU(2), represented by four real coordinates associated with a unit quaternion or 2x2 special-unitary matrix. The transferable asset is not the particular geodesic problem, but the resulting low-parameter, norm-preserving, periodically time-varying linear flow whose coefficients are tied to Lie-group geometry rather than freely learned. This can become a structured recurrent or state-space transition that mixes channels while avoiding exploding or vanishing state norms. The most practical first test is to replace the transition matrix of a small RNN or SSM with the paper's explicit r-dependent rotating flow and integrate it with a norm-preserving Cayley step.
Ideas from this paper
Unverified
2026
Use the paper's explicitly solved SU(2)-based extremal flow as a structured recurrent transition instead of learning an unconstrained dense recurrent matrix. The transition has only two scalar parameters, a radius/frequency r and phase phi, while its rotating coefficient pattern continuously mixes four real state coordinates and can be integrated with a norm-preserving Cayley transform.
Useful6/10
Difficulty5/10
Novelty6/10