google-deepmind / google-deepmind/formal-conjectures
Formalize Open Quantum Problem #40: Refinement of the Bessis-Moussa-Villani conjecture
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Description
### What is the conjecture
This is problem [#40](https://oqp.iqoqi.oeaw.ac.at/refinement-of-the-bessis-moussa-villani-conjecture) on the [Open Quantum Problems site](https://oqp.iqoqi.oeaw.ac.at/open-quantum-problems), a later addition to the collection initiated by Reinhard F. Werner and maintained by a community of quantum researchers.
> **Problem (Open Quantum Problem #40: “Refinement of the Bessis-Moussa-Villani conjecture”).**
> For positive semidefinite matrices `A,B`, let `p_{nm}(A,B)` be the normalized `t^n s^m` coefficient of `tr(tA+sB)^(n+m)`.
> Is it always true that
> `tr(A^n B^m) ≥ p_{nm}(A,B) ≥ tr(exp(n log A + m log B))`?
This conjecture is due to Daniel Hägele (communicated by R. F. Werner).
A standard formalization is to make the “coefficient” / “average over words” explicit:
* Fix `d` and let `A, B ∈ M_d(C)` be positive semidefinite.
* For integers `n,m ≥ 0`, let `W_{n,m}` be the set of all words of length `n+m` in the letters `A,B` with exactly `n` copies of `A` and `m` copies of `B`.
* Define the word-sum
`M_{n,m}(A,B) := ∑_{w ∈ W_{n,m}} w`
and the normalized trace-average
`p_{n,m}(A,B) := (1 / (n+m choose n)) tr(M_{n,m}(A,B))`.
Equivalently,
* `(n+m choose n) p_{n,m}(A,B)` is the coefficient of `t^n s^m` in `tr(tA+sB)^(n+m)`,
* so `p_{n,m}(A,B)` is the average of `tr(w)` over all words `w` with `n` letters `A` and `m` letters `B`.
The conjecture therefore becomes:
* **Main trace inequality / refinement of BMV:** for all positive semidefinite `A,B ∈ M_d(C)` and all integers `n,m ≥ 0`,
`tr(A^n B^m) ≥ p_{n,m}(A,B) ≥ tr(exp(n log A + m log B))`.
Useful background / equivalent viewpoints from the OQP page:
* The weaker statement `p_{n,m}(A,B) ≥ 0` is the Lieb-Seiringer / coefficient-positivity form of the Bessis-Moussa-Villani (BMV) conjecture, which is now known to hold.
* For `n = m = 1`, the lower bound reduces to the Golden-Thompson inequality by taking `a = log A` and `b = log B`.
* If `A` and `B` commute, then every word with `n` copies of `A` and `m` copies of `B` has the same trace, so equality holds throughout.
* A tempting stronger claim about ordering the traces of individual words by “grouping” versus “fragmentation” is false; the OQP page points to Johnson-Hillar counterexamples.
A practical formalization note:
* For the lower bound, a clean first version is to work with **positive definite** `A,B`, where `log A` and `log B` are directly available, and then treat the semidefinite statement as the natural closure / approximation extension.
### Where to find the details / references
Primary sources:
* [Open Quantum Problems site (Problem #40)](https://oqp.iqoqi.oeaw.ac.at/refinement-of-the-bessis-moussa-villani-conjecture)
* [Open Quantum Problems master list (for numbering/metadata)](https://oqp.iqoqi.oeaw.ac.at/open-quantum-problems)
Key related references (as listed on the OQP page):
* E. H. Lieb & R. Seiringer, “Equivalent forms of the Bessis-Moussa-Villani conjecture”
(J. Stat. Phys. 115, 185–190 (2004); arXiv: math-ph/0210027)
* D. Bessis, P. Moussa, and M. Villani,
“Monotonic converging variational approximations to the functional integrals in quantum statistical mechanics”
(J. Math. Phys. 16, 2318–2325 (1975))
* H. R. Stahl, “Proof of the BMV conjecture”
(Acta Math. 211, 255–290 (2013); arXiv:1107.4875)
* A. Eremenko, “Herbert Stahl’s proof of the BMV conjecture”
(Sbornik: Mathematics 206(1), 87–92 (2015); arXiv:1312.6003)
* C. R. Johnson & C. J. Hillar, “Eigenvalues of words in two positive definite letters”
(SIAM J. Matrix Anal. Appl. 23, 916–928 (2002); arXiv:math/0511411)
Optional additional background:
* D. Hägele, “Proof of the cases `p ≤ 7` of the Lieb-Seiringer formulation of the Bessis-Moussa-Villani conjecture”
(J. Stat. Phys. 127, 1167–1171 (2007); arXiv:math/0702217)
### Prerequisites needed
* Finite-dimensional linear algebra over `C`: Hermitian / positive semidefinite matrices, trace, products of matrices
* Matrix functional calculus: exponential, logarithm, positive powers
* Noncommutative polynomials / words in two letters, coefficient extraction, binomial counting
* Basic operator / matrix inequalities, especially Golden-Thompson and the Trotter-product intuition
* Background on the Bessis-Moussa-Villani conjecture and Hurwitz-type word sums / trace positivity
### [AMS categories](https://github.com/google-deepmind/formal-conjectures/labels?q=ams-)
* ams-81 (Quantum theory)
* ams-15 (Linear and multilinear algebra; matrix theory)
* ams-47 (Operator theory)
* ams-82 (Statistical mechanics, structure of matter)
### Choose either option
* [ ] I plan on adding this conjecture to the repository
* [x] This issue is up for grabs: I would like to see this conjecture added by somebody else
Contributor guide
Research direction
Start from the issue's definitions of the word-sum and normalized trace-average, then review the cited BMV references and the positive-definite formulation. No repository file, test, or entry point is named; done means adding a Lean formalization of the stated inequalities for the specified matrices and integer parameters.
Written by the indexing model from the issue text.
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