Where Part 3 left us
The story so far, in one line: the visual cortex completes a contour by the globally shortest horizontal path in $\mathrm{SE}(2)$, and such a path stays uniquely shortest only up to its cut time $t_{\mathrm{cut}}$. Part 3 gave two facts about it.
\[t_{\mathrm{cut}}(\lambda) \;\le\; t_{\mathrm{conj}}(\lambda), \qquad t_{\mathrm{cut}}(\lambda) \;\le\; \mathfrak t(\lambda) \;\bigl(= 2K(k^2) \text{ on the inflectional family}\bigr).\]The first is general (global failure precedes local). The second came from symmetry: the reflection strata tie the geodesic by half a pendulum period at the latest. Two upper bounds. The whole question of this article is whether either is achieved — and which one binds.
The conjugate clock never rings
Start with the two clocks side by side. For the inflectional family, Sachkov’s Jacobi-field analysis (Appendix A5) delivers a result far cleaner than a bound.
The result (Sachkov 2011, Thm 2.1): along every inflectional geodesic — and every critical-energy one — there are no conjugate points at all,
\[t_{\mathrm{conj}}(\lambda) \;=\; +\infty \qquad (\lambda \in C_1 \cup C_3 \cup C_4 \cup C_5).\]Local optimality never fails on the generic family; the only way these geodesics stop being shortest is the symmetric tie. (Conjugate points do exist for the rotating family, pinched between elliptic quantities $2kp_1^1(k) \le t_{\mathrm{conj}} \le \min(4kK(k), 2kp_1^{\alpha_1}(k))$ — with the binding branch switching exactly at the figure-eight modulus $k_0 \approx 0.909$ of Part 2 — and, in all cases, $t_{\mathrm{conj}} \ge \mathfrak t$.) So of the two clocks, Maxwell is not merely first: on the generic family it is the only one that ever rings. Symmetry ends optimality; the geometry never folds. Figure 1 draws it.
What is proved: the cut time and the cut locus
Because the Maxwell bound is the only finite one and it is achieved, the cut time is known exactly — family by family.
More than the number, Sachkov (2011) determined the whole cut locus — the set of all cut points in $\mathrm{SE}(2)$ — and with it the optimal synthesis: for any target configuration, which geodesic is the minimiser and up to what length. The visual-cortex completion problem is, for generic inputs, solved.
The mirror-symmetry picture of Part 3 still deserves its portrait — on the elastica sister family, where everything is smooth and visible. There the tie has a geometric signature: at $s = 4K(k^2)$ the height is $y = 2k(1 - \mathrm{cn}(4K)) = 0$, so every mirror-pair coincidence lands back on the launch axis — the mirror plane of the $\sigma$-symmetry. Where else could a curve first tie with its own mirror image? Figure 2 draws the whole elastica fan closing back onto that axis; at the figure-eight modulus $k \approx 0.909$ (Part 2’s landmark, where $2E = K$) the tie point is the origin itself.
What remains open — and what does not
$\mathrm{SE}(2)$ itself is solved. Sachkov’s synthesis includes the oscillating, rotating, critical, and equilibrium regimes and gives the global cut locus. The rotating formula $2kp_1^1(k)$ is less elementary than $2K(k^2)$, but “transcendental” does not mean “unproved.” Likewise, the divergence $2K(k^2)\to\infty$ as $k\to1^-$ is a limiting feature of the proved synthesis, not a residual numerical seam.
The broader structural question
Zoom out from $\mathrm{SE}(2)$ and a defensible open direction appears. In several highly symmetric left-invariant sub-Riemannian problems, a first Maxwell time generated by an explicit discrete or continuous symmetry turns out to equal the cut time. This is not a universal law for arbitrary left-invariant structures: conjugate points or non-symmetry-related competitors may intervene. What is missing is a useful theorem with checkable hypotheses — on the symmetry action, conjugate-time bounds, properness, and the global topology of the exponential map — under which a specified Maxwell family exhausts the cut mechanism.
Status of the problem, honestly
| Claim | Status |
|---|---|
| $t_{\mathrm{cut}} = \mathfrak t(\lambda)$; on the inflectional family $2K(k^2)$ | Proved (Sachkov 2010–2011) |
| No conjugate points on the inflectional & critical families ($t_{\mathrm{conj}} = \infty$); rotating family pinched in $[2kp_1^1, \min(4kK, 2kp_1^{\alpha_1})]$ | Proved |
| Full cut locus & optimal synthesis on $\mathrm{SE}(2)$ | Proved, all families |
| Critical and equilibrium regimes, including the $k\to1$ boundary | Included in the proved synthesis |
| Nonconstant abnormal extremals for this contact structure | Absent |
| General “Maxwell $=$ cut” theorem for left-invariant SR problems | Open — proved only case-by-case |
The line to hold onto: $\mathrm{SE}(2)$ itself is solved. For the visual cortex’s geometry, we know exactly when a completed contour stops being the unique shortest one — at half a pendulum period, $2K(k^2)$, on the elliptic clock that has run since Part 2 — and that no fold of the geometry ever pre-empts it. What remains open is not this space but the general theory it is the flagship example of: why symmetry so reliably sets the cut time, and whether that can be made a theorem rather than a growing list of triumphant special cases.
Where the series ends
Four parts ago we started with an illusion — the mind completing a contour that is not there. It became a shortest-path problem on $\mathrm{SE}(2)$ (Part 1), governed by one pendulum whose smooth face is Euler’s elastica in Jacobi elliptic functions and whose free face is their cuspidal siblings (Part 2); global optimality is broken by the pendulum’s reflection group (Part 3), at exactly half a pendulum period, $2K(k^2)$, with no conjugate point ever intervening — and a clean general theory still waiting to be written (Part 4).
The elliptic integral $K(k^2)$ has been the thread throughout: period of the curvature,
mirror-tie clock, cut time. That a single classical special function — the same one Gauss
computed with the arithmetic–geometric mean, the same one in the elliptic package that
draws these figures — governs when your visual system’s inferred contour stops being unique
is the quiet punchline of the whole series.
References
- Yu. L. Sachkov (2011). "Cut locus and optimal synthesis in the sub-Riemannian problem on the group of motions of a plane." ESAIM: COCV 17(2): 293–321. arXiv:0903.0727
- Yu. L. Sachkov (2010). "Conjugate and cut time in the sub-Riemannian problem on the group of motions of a plane." ESAIM: COCV 16(4): 1018–1039.
- I. Moiseev & Yu. L. Sachkov (2010). "Maxwell strata in sub-Riemannian problem on the group of motions of a plane." ESAIM: COCV 16(2): 380–399. arXiv:0807.4731
- Yu. L. Sachkov (2008). "Maxwell strata in the Euler elastic problem." Journal of Dynamical and Control Systems 14(2): 169–234 — the same reflection-symmetry method on Euler's elastica.
- D. Barilari, U. Boscain & R. Neel (2012). "Small-time heat-kernel asymptotics at the sub-Riemannian cut locus." J. Differential Geometry 92(3): 373–416 — why the cut locus controls analysis, not just geometry.
- A. A. Agrachev, D. Barilari & U. Boscain (2019). A Comprehensive Introduction to Sub-Riemannian Geometry. Cambridge — cut/conjugate theory and the state of the general conjecture.