Multi-entropy in random tensor networks
Pith reviewed 2026-06-28 05:32 UTC · model grok-4.3
The pith
For Rényi index 2, multi-entropies in random tensor networks equal the minimal multiway cut through the network.
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
In the large-bond-dimension limit the Rényi multi-entropy S_n^(q) of a random tensor network equals the minimal multiway cut for n=2 and arbitrary q. When the cut is degenerate the full set of minimizers is characterized by compatible families of ordinary minimal cuts, together with a criterion that decides whether every minimizer arises from a partition into ordinary cuts. For integer n>2 the equality does not hold in general; counterexamples are constructed for both a single random tensor and for networks formed by isometric tilings.
What carries the argument
The minimal multiway cut in the tensor network, which computes the multi-entropy exactly when the Rényi index equals 2.
If this is right
- Multipartite entanglement in random tensor networks admits a geometric description via multiway cuts when the Rényi index is 2.
- The minimal-cut picture for bipartite entanglement extends to arbitrarily many parties for this specific index.
- Degenerate multiway cuts can be classified by compatible families of ordinary cuts.
- For Rényi indices greater than 2, multi-entropies require structures beyond minimal cuts.
Where Pith is reading between the lines
- The n=2 case may correspond to a regime where entanglement is dominated by classical cut geometry, while higher n capture quantum correlations not reducible to cuts.
- Similar multiway-cut formulas could be tested in other tensor-network constructions such as holographic codes or MERA.
- The counterexamples indicate that any general formula for higher Rényi multi-entropies must incorporate additional non-geometric data.
Load-bearing premise
The tensor-network states are evaluated in the large bond-dimension limit.
What would settle it
Explicitly compute the multi-entropy of order 3 for the single-random-tensor counterexample and verify that its value differs from the minimal multiway cut.
Figures
read the original abstract
We study the evaluation of R\'enyi multi-entropies $S^{(q)}_n$ in Random Tensor Network (RTN) states in the large bond-dimension limit. For the case of R\'enyi index $n=2$ and arbitrary number of parties $q$, we prove that that multi-entropies are determined by minimal multiway cuts through the network. When the minimal multiway cut is degenerate, we characterize the full minimizer set via compatible families of minimal cuts and give a criterion for all minimizers to come from ordinary cut partitions. For $n=2$, this gives a natural generalization of the minimal cut description of bipartite entanglement to multipartite systems with arbitrarily many parties. For the case of integer $n>2$, we show that the minimal multiway cut conjecture is in general \emph{not true} by providing explicit counter examples for both the single random tensor and for the network built from isometric tilings. We discuss the implication for our results on the multipartite entanglement structures in RTN and holography.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The paper studies the evaluation of Rényi multi-entropies S_n^{(q)} in random tensor network (RTN) states in the large bond-dimension limit. For Rényi index n=2 and arbitrary number of parties q, it proves that the multi-entropies are determined by minimal multiway cuts through the network. In degenerate cases it characterizes the full set of minimizers via compatible families of minimal cuts and supplies a criterion for when all minimizers arise from ordinary cut partitions. For integer n>2 it supplies explicit counterexamples (both for a single random tensor and for networks built from isometric tilings) showing that the minimal multiway cut description fails in general. Implications for multipartite entanglement structures in RTN states and holography are discussed.
Significance. The central result supplies a rigorous, parameter-free generalization of the minimal-cut description of bipartite entanglement entropy to multipartite Rényi multi-entropies for n=2. The explicit counterexamples for n>2 delineate the precise regime in which geometric minimal-cut interpretations remain valid. The characterization of degenerate minimizers via compatible cut families is a technically useful addition that clarifies the structure of the minimizer set.
minor comments (2)
- [Abstract] Abstract: the sentence beginning “we prove that that multi-entropies” contains a duplicated word; a minor typographical correction is needed.
- The large-bond-dimension limit is stated as the regime of the study, but the precise scaling of the bond dimension with system size or network depth is not restated in the main text when the proofs are invoked; adding a short reminder would improve readability.
Simulated Author's Rebuttal
We thank the referee for their positive summary and significance assessment of our work on Rényi multi-entropies in random tensor networks. We appreciate the recommendation for minor revision. No specific major comments were provided in the report, so we have no point-by-point responses to address. We will incorporate any minor editorial changes in the revised manuscript.
Circularity Check
No significant circularity; proof is self-contained
full rationale
The paper states its regime (large bond-dimension limit) explicitly and proves the n=2 multi-entropy = minimal multiway cut equivalence via direct mathematical argument, with explicit counterexamples for n>2. No parameters are fitted to data and then relabeled as predictions; no self-citation chain is invoked as the sole justification for the central claim; the derivation does not reduce to a renaming or self-definition. The result is therefore independent of its inputs and receives the default non-circularity score.
Axiom & Free-Parameter Ledger
axioms (1)
- domain assumption Random tensor network states in the large bond-dimension limit allow multi-entropies to be evaluated via geometric cuts
Forward citations
Cited by 1 Pith paper
-
The Entanglement Wedge Polygon
The paper defines the entanglement wedge polygon as the intersection of entanglement wedges external to individual homology regions and studies its topological and geometric properties in AdS examples.
Reference graph
Works this paper leans on
-
[1]
Holographic Derivation of Entanglement Entropy from AdS/CFT
S. Ryu and T. Takayanagi, Holographic derivation of entanglement entropy from AdS/CFT, Phys. Rev. Lett.96, 181602, 2006, [arXiv:hep-th/0603001]
work page internal anchor Pith review Pith/arXiv arXiv 2006
-
[2]
Aspects of Holographic Entanglement Entropy
S. Ryu and T. Takayanagi, Aspects of Holographic Entanglement Entropy, JHEP08, 045, 2006, [arXiv:hep-th/0605073]
work page internal anchor Pith review Pith/arXiv arXiv 2006
-
[3]
V. E. Hubeny, M. Rangamani and T. Takayanagi, A Covariant holographic entanglement entropy proposal, JHEP07, 062, 2007, [arXiv:0705.0016 [hep-th]]
work page internal anchor Pith review Pith/arXiv arXiv 2007
-
[4]
The Gravity Dual of Renyi Entropy
X. Dong, The Gravity Dual of Renyi Entropy, Nature Commun.7, 12472, 2016, [arXiv:1601.06788 [hep-th]]
work page internal anchor Pith review Pith/arXiv arXiv 2016
-
[5]
Holographic Entanglement of Purification
T. Takayanagi and K. Umemoto, Entanglement of purification through holographic duality, Nature Phys.14, 573–577, 2018, [arXiv:1708.09393 [hep-th]]
work page internal anchor Pith review Pith/arXiv arXiv 2018
-
[6]
Entanglement of Purification for Multipartite States and its Holographic Dual
K. Umemoto and Y. Zhou, Entanglement of Purification for Multipartite States and its Holographic Dual, JHEP10, 152, 2018, [arXiv:1805.02625 [hep-th]]
work page internal anchor Pith review Pith/arXiv arXiv 2018
- [7]
-
[8]
A canonical purification for the entanglement wedge cross-section
S. Dutta and T. Faulkner, A canonical purification for the entanglement wedge cross-section, JHEP03, 178, 2021, [arXiv:1905.00577 [hep-th]]. 53
work page internal anchor Pith review Pith/arXiv arXiv 2021
-
[9]
X. Dong, X.-L. Qi and M. Walter, Holographic entanglement negativity and replica symmetry breaking, JHEP06, 024, 2021, [arXiv:2101.11029 [hep-th]]
- [10]
-
[11]
Area law for random graph states
B. Collins, I. Nechita and K. Zyczkowski, Area law for random graph states, J. Phys. A46, 305302, 2013, [arXiv:1302.0709 [math-ph]]
work page internal anchor Pith review Pith/arXiv arXiv 2013
-
[12]
Holographic duality from random tensor networks
P. Hayden, S. Nezami, X.-L. Qi, N. Thomas, M. Walter and Z. Yang, Holographic duality from random tensor networks, JHEP11, 009, 2016, [arXiv:1601.01694 [hep-th]]
work page internal anchor Pith review Pith/arXiv arXiv 2016
- [13]
-
[14]
Continuous Symmetries and Approximate Quantum Error Correction,
P. Faist, S. Nezami, V. V. Albert, G. Salton, F. Pastawski, P. Hayden and J. Preskill, Continuous symmetries and approximate quantum error correction, Phys. Rev. X10, 041018, 2020, [arXiv:1902.07714 [quant-ph]]
-
[15]
N. Engelhardt, G. Penington and A. Shahbazi-Moghaddam, Twice upon a time: timelike-separated quantum extremal surfaces, JHEP01, 033, 2024, [arXiv:2308.16226 [hep-th]]
- [16]
-
[17]
T. Kohler and T. Cubitt, Toy Models of Holographic Duality between local Hamiltonians, JHEP08, 017, 2019, [arXiv:1810.08992 [hep-th]]
-
[18]
Diffeomorphism invariant tensor networks for 3d gravity,
V. Balasubramanian and C. Cummings, Diffeomorphism invariant tensor networks for 3d gravity, 2025, [arXiv:2510.13941 [hep-th]]
-
[19]
Holographic Renyi Entropy from Quantum Error Correction
C. Akers and P. Rath, Holographic Renyi Entropy from Quantum Error Correction, JHEP05, 052, 2019, [arXiv:1811.05171 [hep-th]]
work page internal anchor Pith review Pith/arXiv arXiv 2019
- [20]
-
[21]
C. Akers and P. Rath, Entanglement Wedge Cross Sections Require Tripartite Entanglement, JHEP04, 208, 2020, [arXiv:1911.07852 [hep-th]]
-
[22]
Harper, Hyperthreads in holographic spacetimes, JHEP09, 118, 2021, [arXiv:2107.10276 [hep-th]]
J. Harper, Hyperthreads in holographic spacetimes, JHEP09, 118, 2021, [arXiv:2107.10276 [hep-th]]
-
[23]
Z. Li, T. Mori and B. Yoshida, Tripartite Haar random state has no bipartite entanglement, 2025, [arXiv:2502.04437 [quant-ph]]
work page internal anchor Pith review Pith/arXiv arXiv 2025
- [24]
- [25]
-
[26]
N. Iizuka and M. Nishida, Genuine multientropy and holography, Phys. Rev. D112, 026011, 2025, [arXiv:2502.07995 [hep-th]]
- [27]
-
[28]
Gadde,On genuine multipartite entanglement signals,2603.07680
A. Gadde, On genuine multipartite entanglement signals, 2026, [arXiv:2603.07680 [quant-ph]]
- [29]
-
[30]
Genuine multientropy, dihedral invariants and Lifshitz theory
C. Berthi` ere and P. Gaudin, Genuine multientropy, dihedral invariants, and Lifshitz theory, Phys. Rev. D113, 065029, 2026, [arXiv:2509.00593 [hep-th]]
work page internal anchor Pith review Pith/arXiv arXiv 2026
- [31]
- [32]
-
[33]
Black hole as a multipartite entangler: multi-entropy in AdS${}_3$/CFT${}_2$
T. Anegawa, S. Suzuki and K. Tamaoka, Black hole as a multipartite entangler: multi-entropy in AdS3/CFT2, 2025, [arXiv:2512.21037 [hep-th]]
work page internal anchor Pith review arXiv 2025
- [34]
-
[35]
N. Iizuka and S. Lin, Symmetry-resolved genuine multientropy: Random Haar and graph states, Phys. Rev. D113, 026016, 2026, [arXiv:2511.00905 [hep-th]]
- [36]
-
[37]
From multipartite entanglement to tqft
M. Del Zotto, A. Gadde and P. Putrov, From Multipartite Entanglement to TQFT, 2026, [arXiv:2602.16770 [hep-th]]
-
[38]
The Junction Law for Multipartite Entanglement in Confining Holographic Backgrounds
N. Iizuka and A. Miyata, The Junction Law for Multipartite Entanglement in Confining Holographic Backgrounds, 2026, [arXiv:2604.10583 [hep-th]]
work page internal anchor Pith review Pith/arXiv arXiv 2026
-
[39]
N. Iizuka and A. Miyata, Where Multipartite Entanglement Localizes: The Junction Law for Genuine Multi-Entropy, 2026, [arXiv:2602.16331 [hep-th]]
-
[40]
Generalized gravitational entropy
A. Lewkowycz and J. Maldacena, Generalized gravitational entropy, JHEP08, 090, 2013, [arXiv:1304.4926 [hep-th]]
work page internal anchor Pith review Pith/arXiv arXiv 2013
-
[41]
G. Penington, M. Walter and F. Witteveen, Fun with replicas: tripartitions in tensor networks and gravity, JHEP05, 008, 2023, [arXiv:2211.16045 [hep-th]]. 55
- [42]
- [43]
-
[44]
Tensor invariants for multipartite entanglement classification
S. Carrozza, J. Chevrier and L. Lionni, Tensor invariants for multipartite entanglement classification, 2026, [arXiv:2604.02269 [math-ph]]
work page internal anchor Pith review arXiv 2026
-
[45]
Structural Obstruction to Replica Symmetry Breaking for Multi-Entropy in Random Tensor Networks
S. Akella and N. Iizuka, Structural Obstruction to Replica Symmetry Breaking for Multi-Entropy in Random Tensor Networks, 2026, [arXiv:2604.13261 [hep-th]]
work page internal anchor Pith review Pith/arXiv arXiv 2026
-
[46]
A computable measure of entanglement
G. Vidal and R. F. Werner, Computable measure of entanglement, Phys. Rev. A65, 032314, 2002, [arXiv:quant-ph/0102117]
work page internal anchor Pith review Pith/arXiv arXiv 2002
- [47]
-
[48]
Cheng, C
N. Cheng, C. Lancien, G. Penington, M. Walter and F. Witteveen, Random tensor networks with non-trivial links, Annales Henri Poincar´ e25, 2107–2212, 2024
2024
- [49]
- [50]
-
[51]
Entanglement Renormalization and Holography
B. Swingle, Entanglement Renormalization and Holography, Phys. Rev. D86, 065007, 2012, [arXiv:0905.1317 [cond-mat.str-el]]
work page internal anchor Pith review Pith/arXiv arXiv 2012
-
[52]
H. Shapourian, S. Liu, J. Kudler-Flam and A. Vishwanath, Entanglement Negativity Spectrum of Random Mixed States: A Diagrammatic Approach, PRXQuantum2, 030347, 2021, [arXiv:2011.01277 [cond-mat.str-el]]
-
[53]
New Definition of the Neutrino Floor for Direct Dark Matter Searches,
C. Akers, T. Faulkner, S. Lin and P. Rath, Reflected entropy in random tensor networks, JHEP 05, 162, 2022, [arXiv:2112.09122 [hep-th]]
- [54]
- [55]
-
[56]
Biane, Representations of symmetric groups and free probability, Advances in Mathematics 138, 126–181, 1998
P. Biane, Representations of symmetric groups and free probability, Advances in Mathematics 138, 126–181, 1998
1998
-
[57]
Collins and I
B. Collins and I. Nechita, Gaussianization and eigenvalue statistics for random quantum channels (III), The Annals of Applied Probability 1136–1179, 2011. 56
2011
-
[58]
Collins, M
B. Collins, M. Fukuda and I. Nechita, Low entropy output states for products of random unitary channels, Random Matrices: Theory and Applications2, 1250018, 2013
2013
-
[59]
Banica, S
T. Banica, S. T. Belinschi, M. Capitaine and B. Collins, Free Bessel laws, Canadian Journal of Mathematics63, 3–37, 2011
2011
-
[60]
S. Liu, M. Cemri, S. Agarwal, A. Krentsel, A. Naren, Q. Mang, Z. Li, A. Gupta, M. Maheswaran, A. Cheng, M. Pan, E. Boneh, K. Ramchandran et al., Skydiscover: A flexible framework for ai-driven scientific and algorithmic discovery, 2026
2026
-
[61]
Gueron and R
S. Gueron and R. Tessler, The Fermat-Steiner problem, The American Mathematical Monthly 109, 443–451, 2002
2002
- [62]
discussion (0)
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