The universal-enveloping-algebra expression conjecture for the hypercube Markov chain
The universal-enveloping-algebra expression conjecture for the hypercube Markov chain
Define the matrices
Let be the sum over all orders of the matrix tensor product of copies of , copies of , and copies of . Define
The universal-enveloping-algebra expression conjecture. For every ,
This conjectural formula is motivated by the observed independence of the nonzero eigenvalues from and has been checked through ; its relation to a recursive description of the operators remains to be established.
Progress summary
The proposed formula has been checked in small dimensions, but no proof, counterexample, or newer resolution has been publicly reported.
Diaconis, Lin, and Ram posed this explicit matrix identity in their December 2025 paper on diagonalizing a hypercube Markov chain. The conjecture is motivated by the apparent independence of the nonzero eigenvalues from dimension.
Known results
- The identity has been checked computationally through ; no proof or counterexample is reported.
December 2025 publication
The paper presents the formula as Conjecture 6.3 and suggests that proving it could clarify the recursive description of the operators. No subsequent proof, disproof, verification, or claimed resolution was found.
Current status (as of August 2026): The formula is verified only through and remains open in general, with no publicly documented proof or counterexample.
Sources
Sources & referencesView supporting material
Primary source
Persi Diaconis, Andrew Lin and Arun Ram, “Schur–Weyl duality for diagonalizing a Markov chain on the hypercube”, arXiv:2512.23285 (2025).
Solutions 1
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Exact universal-enveloping-algebra formula for the binary Burnside chain
Source. Persi Diaconis, Andrew Lin, and Arun Ram, Schur–Weyl duality for diagonalizing a Markov chain on the hypercube, Conjecture 6.3. We also use and explicitly credit the coordinate-restriction property already proved by the same authors in A curiously slowly mixing Markov chain, Proposition 3.3; its one-coordinate matrix form is Proposition 6.1 in the conjecture's source.
The conjectured identity holds for every . More precisely, if
and is the sum of all distinct ordered tensor products containing factors , factors , and factors , then the binary Burnside transition matrix satisfies
where
In fact, the proof identifies every Walsh–Fourier matrix entry separately.
1. Walsh coordinates reduce the conjecture to a triangular coefficient formula
Let
A direct multiplication gives
where denotes the corresponding matrix unit. Identify binary vectors with subsets of , and define the Walsh characters
The conjugated transition matrix has entries
By (5), a tensor product contributes to the entry exactly when
For fixed , exactly one ordered tensor product has those prescribed matrix units at its individual coordinates. Therefore (2) is equivalent to the explicit stronger entrywise identity
2. Coordinate restriction eliminates every extraneous Walsh coordinate
The previously established coordinate-restriction theorem states that observing the binary Burnside process on any coordinate subset gives precisely the binary Burnside process on that subset. Consequently,
If , summing (7) over any coordinate in gives zero. If , summing over the remaining coordinates gives
Thus it remains to calculate the full-support Walsh character in each dimension.
3. Cycle coloring reduces the character to even-cycle probabilities
Start the dimension- binary Burnside chain from . Its first step chooses independent uniform permutations on the zero coordinates and the one coordinates. Its second step assigns an independent fair binary label to every permutation cycle, producing the next state .
For a cycle , the contribution of its common random label to the full-support character is
Averaging over gives one if is even and zero if is odd. Therefore the conditional character expectation is the indicator that every permutation cycle in both coordinate classes has even length.
Let be the probability that a uniform permutation of elements has only even cycles. The labeled-permutation cycle formula gives
Hence
The two permutations are independent, so
4. A two-circle integral evaluates every coefficient
The numbers in (14) are exactly the circular cosine moments:
Let and , with and independent uniform circular angles. For , put
Combining (11), (15), and (16), and summing independently over each binary coordinate, gives
For complete clarity about the angle change of variables, start instead with independent uniform circular angles . The map
is a surjective homomorphism of the two-torus, with determinant . Haar measure therefore pushes forward to Haar measure. In particular, we can realize the independent uniform angles in (18) as
The elementary trigonometric identities are
Substitution into (18) now factors the expectation:
The integral vanishes unless both and are even. For
the beta integral gives
Squaring (22) proves that (21) is exactly from (3). Together with coordinate restriction in Section 2, this proves (9), and therefore the full conjectured identity (2), simultaneously for every dimension.
As a further interpretation absent from the conjectural statement, every coefficient is the square of an explicit mixed circular moment:
In particular, the previously observed diagonal coefficients recover the known binary Burnside eigenvalues:
The separate higher-alphabet conjecture, Conjecture 6.4 in the same paper, is not asserted here.
Conclusion: Conjecture 6.3 is PROVED for every .