Totally Delta-Modular Tree Decompositions of Graphic Matrices for Integer Programming
Pith reviewed 2026-05-16 08:51 UTC · model grok-4.3
The pith
Integer programs on graphic matrices with bounded totally Δ-modular treewidth can be solved in polynomial time when variable domains are bounded.
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
We introduce totally Δ-modular treewidth for graphic matrices with two nonzero entries per row. When this parameter is bounded, integer programs whose variables have bounded domains admit polynomial-time solutions by dynamic programming over the decomposition. We further establish a grid theorem analogue for matrices of bounded TDM-treewidth expressed via rooted signed graphs.
What carries the argument
Totally Δ-modular treewidth, a tree-decomposition width that tracks the Δ-modularity of nonzero entries to keep dynamic-programming states polynomial in the domain size.
If this is right
- Integer programs on matrices with entries outside {-1,0,1} become tractable once TDM-treewidth is bounded.
- Dynamic programming runs in time polynomial in the input size for fixed width and domain size.
- The signed-graph grid theorem supplies a structural characterization parallel to the graph-minor theory for ordinary treewidth.
- Problems previously handled only by totally unimodular or {-1,0,1} methods now fall under the same algorithmic umbrella.
Where Pith is reading between the lines
- If TDM-treewidth can be computed or approximated efficiently, the method yields practical solvers for graphic integer programs.
- The signed-graph formulation may link TDM-treewidth to existing minor-closed properties in combinatorial optimization.
- Extending the framework to matrices with more than two nonzeros per row would require a different state representation.
- The same decomposition might apply to counting or optimization versions of the same integer programs.
Load-bearing premise
The input matrices must be graphic, with exactly two nonzero entries per row, so that the tree decomposition encodes all modular relations needed for the dynamic program.
What would settle it
Exhibit a family of graphic matrices with bounded TDM-treewidth and bounded variable domains whose integer programs require superpolynomial time, or a bounded-width family that contains a large grid minor in the signed-graph sense.
Figures
read the original abstract
We introduce the tree-decomposition-based parameter totally $\Delta$-modular treewidth (TDM-treewidth) for matrices with two nonzero entries per row. We show how to solve integer programs whose matrices have bounded TDM-treewidth in polynomial time when variables have bounded domain. This extends previous graph-based decomposition parameters for matrices with at most two nonzero entries per row to include matrices with entries outside of $\{-1,0,1\}$. We also give an analogue of the Grid Theorem of Robertson and Seymour for matrices of bounded TDM-treewidth in the language of rooted signed graphs.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The paper introduces totally Δ-modular treewidth (TDM-treewidth) as a decomposition parameter for graphic matrices with exactly two nonzero entries per row. It claims that integer programs over such matrices can be solved in polynomial time whenever TDM-treewidth is bounded and variable domains are bounded, via dynamic programming on the decomposition. The work also states an analogue of the Robertson-Seymour grid theorem for bounded-TDM-treewidth matrices, phrased in the language of rooted signed graphs.
Significance. If the polynomial-time claim holds, the parameter would extend existing treewidth-based tractability results from {-1,0,1} matrices to arbitrary integer entries while preserving polynomial dependence on input size (under bounded domains). The grid-theorem analogue could supply a structural characterization useful for recognizing tractable instances. The approach builds directly on prior graphic-matrix decompositions and could enlarge the class of IPs solvable by decomposition methods.
major comments (2)
- [§4] §4 (Dynamic Programming): The central polynomial-time claim requires that the DP state space per bag is bounded by a function of TDM-width and domain size d alone. For a bag constraint a·x_i + b·x_j = c with arbitrary integers a, b, the manuscript does not exhibit an explicit argument that the number of distinct partial sums or residues to track remains independent of max(|a|,|b|) or Δ; without this bound the running time may cease to be polynomial in the input bit length.
- [§5] §5 (Grid Theorem Analogue): The statement of the grid-theorem analogue for rooted signed graphs is given, but no proof sketch, key reduction, or relation to the TDM-treewidth definition is supplied. Because this result is presented as a structural counterpart to the algorithmic claim, its absence leaves the overall contribution difficult to evaluate.
minor comments (1)
- [§2] The definition of 'graphic matrix' and the precise meaning of 'totally Δ-modular' are used from the first paragraph onward; a self-contained sentence or reference in §2 would improve readability.
Simulated Author's Rebuttal
We thank the referee for the careful reading and constructive comments. We address the two major points below and will revise the manuscript to strengthen the presentation of both results.
read point-by-point responses
-
Referee: [§4] §4 (Dynamic Programming): The central polynomial-time claim requires that the DP state space per bag is bounded by a function of TDM-width and domain size d alone. For a bag constraint a·x_i + b·x_j = c with arbitrary integers a, b, the manuscript does not exhibit an explicit argument that the number of distinct partial sums or residues to track remains independent of max(|a|,|b|) or Δ; without this bound the running time may cease to be polynomial in the input bit length.
Authors: We agree that an explicit bound is required. Total Δ-modularity of each bag ensures that any 2×2 submatrix formed by the two nonzero entries has determinant at most Δ in absolute value. Consequently the possible partial sums (or residues) that must be tracked for a pair of variables with domain size d are bounded by O(Δ·d²) states, independent of the bit length of the coefficients. We will insert a short new lemma (Lemma 4.3) proving this state-size bound and update the running-time analysis in §4 accordingly. revision: yes
-
Referee: [§5] §5 (Grid Theorem Analogue): The statement of the grid-theorem analogue for rooted signed graphs is given, but no proof sketch, key reduction, or relation to the TDM-treewidth definition is supplied. Because this result is presented as a structural counterpart to the algorithmic claim, its absence leaves the overall contribution difficult to evaluate.
Authors: The grid-theorem analogue (Theorem 5.2) is stated without a proof sketch in the submitted version. The proof proceeds by mapping each graphic matrix of bounded TDM-treewidth to a rooted signed graph whose underlying treewidth is bounded by a function of the TDM-width; the standard Robertson–Seymour grid theorem then applies to the underlying graph while the signing is preserved by the total Δ-modularity condition. We will add a concise proof sketch (approximately one page) that explicitly relates the TDM-treewidth definition to the absence of large grid minors in this signed-graph representation. revision: yes
Circularity Check
No significant circularity; newly defined TDM-treewidth yields independent algorithmic result
full rationale
The paper defines the totally Δ-modular treewidth parameter for graphic matrices (exactly two nonzero entries per row) and derives a polynomial-time dynamic programming algorithm for bounded-domain integer programs on instances of bounded TDM-treewidth. No step reduces a claimed prediction to a fitted quantity by construction, nor does any load-bearing claim rest on a self-citation whose content is itself unverified or equivalent to the target result. The Grid Theorem analogue and DP extension are presented as consequences of the new definition and the totally Δ-modular property, without renaming known results or smuggling ansatzes via prior self-citations. The derivation is therefore self-contained.
Axiom & Free-Parameter Ledger
axioms (1)
- domain assumption Input matrices have exactly two nonzero entries per row and are graphic.
Reference graph
Works this paper leans on
-
[1]
On the complexity of local distributed graph problems , booktitle =
[Ale04] Vladimir E Alekseev. Polynomial algorithm for finding the largest independent sets in graphs without forks.Discrete Applied Mathematics, 135(1-3):3–16, 2004.doi:10.1016/ S0166-218X(02)00290-1. [AWZ17] Stephan Artmann, Robert Weismantel, and Rico Zenklusen. A strongly polynomial algorithm for bimodular integer linear programming. InProceedings of t...
-
[2]
[CG07] William H Cunningham and Jim Geelen
URL:https://arxiv.org/abs/2012.11742, arXiv:2012.11742,doi:10.48550/arXiv.2012.11742. [CG07] William H Cunningham and Jim Geelen. On integer programming and the branch-width of the constraint matrix. InInternational conference on integer programming and combinatorial optimization, pages 158–166. Springer, 2007.doi:10.1007/978-3-540-72792-7_13. [CGK+25] Mu...
-
[3]
URL:http://hdl. handle.net/1853/44807. [DEG+21] Pavel Dvořák, Eduard Eiben, Robert Ganian, Dušan Knop, and Sebastian Ordyniak. The complexity landscape of decompositional parameters for ILP: Programs with few global variables andconstraints.Artificial Intelligence, 300:103561, 2021.doi:10.1016/j.artint.2021.103561. [EGHK21] Eduard Eiben, Robert Ganian, Th...
-
[4]
URL: https://doi.org/10.1007/978-3-030-17953-3_15,doi:10.1007/978-3-030-17953-3_15. [EHK+19] Friedrich Eisenbrand, Christoph Hunkenschröder, Kim-Manuel Klein, Martin Koutecký, Asaf Levin, and Shmuel Onn. An algorithmic theory of integer programming.CoRR, abs/1904.01361,
-
[5]
URL:http://arxiv.org/abs/1904.01361,arXiv:1904.01361,doi:10.48550/arXiv. 1904.01361. [EW19] Friedrich Eisenbrand and Robert Weismantel. Proximity results and faster algorithms for integer programming using the Steinitz lemma.ACM Transactions on Algorithms (TALG), 16(1):1–14, 2019.doi:10.1145/3340322. [FHT93] Martin Farber, Mihály Hujter, and Zsolt Tuza. A...
work page internal anchor Pith review doi:10.48550/arxiv 1904
-
[6]
URL: http://www.aaai.org/Library/AAAI/1990/aaai90-001.php. [Ger89] AMH Gerards. A min-max relation for stable sets in graphs with no odd-K 4.Journal of Combinatorial Theory, Series B, 47(3):330–348, 1989.doi:10.1016/0095-8956(89)90032-4. [GGR+09] Jim Geelen, Bert Gerards, Bruce Reed, Paul Seymour, and Adrian Vetta. On the odd-minor variant of Hadwiger’s c...
-
[7]
[GLS84] Martin Grötschel, László Lovász, and Alexander Schrijver
doi:10.1016/j.jctb.2008.03.006. [GLS84] Martin Grötschel, László Lovász, and Alexander Schrijver. Polynomial algorithms for perfect graphs. InTopics on Perfect Graphs, volume 88, pages 325–356. North-Holland, 1984.doi: 10.1016/S0304-0208(08)72943-8. [GO18] Robert Ganian and Sebastian Ordyniak. The complexity landscape of decompositional param- eters for I...
-
[8]
[JDKW21] Bart MP Jansen, Jari JH De Kroon, and Michał Włodarczyk
URL:https://doi.org/ 10.1007/978-3-030-86838-3_6,doi:10.1007/978-3-030-86838-3_6. [JDKW21] Bart MP Jansen, Jari JH De Kroon, and Michał Włodarczyk. Vertex deletion parameterized by elimination distance and even less. In Samir Khuller and Virginia Vassilevska Williams, editors, STOC ’21: 53rd Annual ACM SIGACT Symposium on Theory of Computing, Virtual Even...
-
[9]
[JS24] BartM.P.JansenandCélineM.F.Swennenhuis
doi:10.1016/j.jcss.2025.103722. [JS24] BartM.P.JansenandCélineM.F.Swennenhuis. Steinertreeparameterizedbymultiwaycutand even less.CoRR,abs/2406.19819, 2024.arXiv:2406.19819,doi:10.48550/arXiv.2406.19819. [Kan87] Ravi Kannan. Minkowski’s convex body theorem and integer programming.Mathematics of operations research, 12(3):415–440, 1987.doi:10.1287/moor.12....
-
[10]
[KPW20] Dušan Knop, Michał Pilipczuk, and Marcin Wrochna
URL: https://doi.org/10.1007/978-3-031-93112-3_26,doi:10.1007/978-3-031-93112-3_26. [KPW20] Dušan Knop, Michał Pilipczuk, and Marcin Wrochna. Tight complexity lower bounds for integer linear programming with few constraints.ACM Transactions on Computation Theory (TOCT), 12(3):1–19, 2020.doi:10.1145/3397484. [KSSW25] Marcus Kühn, Lisa Sauermann, Raphael St...
-
[11]
doi:10.1016/j.jda.2008.04.001. [Min80] George J Minty. On maximal independent sets of vertices in claw-free graphs.Journal of Combinatorial Theory, Series B, 28(3):284–304, 1980.doi:10.1016/0095-8956(80)90074-X. [MSW17] Dániel Marx, Paul D. Seymour, and Paul Wollan. Rooted grid minors.Journal of Combinatorial Theory, Series B, 122:428–437, 2017.doi:10.101...
-
[12]
[SST25] Ignasi Sau, Giannos Stamoulis, and Dimitrios M Thilikos. Parameterizing the quantification of CMSO: model checking on minor-closed graph classes. InProceedings of the 2025 Annual ACM-SIAM Symposium on Discrete Algorithms (SODA), pages 3728–3742. SIAM, 2025.doi: 10.1137/1.9781611978322.124. [Ste22] Raphael Steiner. Asymptotic equivalence of Hadwige...
-
[13]
[Taz12] Siamak Tazari. Faster approximation schemes and parameterized algorithms on (odd-)H-minor- free graphs.Theoretical Computer Science, 417:95–107, 2012.doi:10.1016/j.tcs.2011.09
-
[14]
[Zas82] Thomas Zaslavsky. Signed graphs.Discrete Applied Mathematics, 4(1):47–74, 1982.doi: 10.1016/0166-218X(82)90033-6. [Zas91] Thomas Zaslavsky. Orientation of signed graphs.European Journal of Combinatorics, 12(4):361– 375, 1991.doi:10.1016/S0195-6698(13)80118-7. [Zas13] ThomasZaslavsky. Signedgraphsandgeometry.CoRR,abs/1303.2770, 2013.arXiv:1303.2770...
work page internal anchor Pith review Pith/arXiv arXiv doi:10.1016/0166-218x(82)90033-6 1982
discussion (0)
Sign in with ORCID, Apple, or X to comment. Anyone can read and Pith papers without signing in.