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arxiv: 2312.02089 · v3 · submitted 2023-12-04 · 💻 cs.DM

Sequential Sweeps and High Dimensional Expansion

Pith reviewed 2026-05-24 04:54 UTC · model grok-4.3

classification 💻 cs.DM
keywords sequential sweephigh dimensional expandersspectral gapGlauber dynamicssimplicial complexeslocal spectral expansionentropy contraction
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The pith

Under strong local spectral assumptions, the sequential sweep on n-partite complexes achieves spectral gap arbitrarily close to 1.

A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.

Standard down-up walks on n-partite simplicial complexes are limited to spectral gaps of order 1/n by obstructions such as coboundaries. The paper studies the sequential sweep, which updates coordinates in a fixed deterministic order instead of selecting them randomly. When the complex satisfies a sufficiently strong local spectral assumption, one full sweep attains a spectral gap that can be made arbitrarily close to 1. The same local condition also implies an entropy contraction inequality for the walk. The argument extends known rapid mixing of sequential sweeps on Ramanujan complexes to the broader setting of high-dimensional expanders.

Core claim

Under the strong local spectral assumption of Gur, Lifschitz, Liu, the spectral gap of the sequential sweep walk can be made arbitrarily close to 1, while the spectral gap of the n-th power of the down-up walk remains bounded by a constant. Under local entropy contraction assumptions, the sequential sweep satisfies an entropy contraction inequality. This generalizes the rapid mixing result for sequential sweeps on Ramanujan complexes to suitable high dimensional expanders.

What carries the argument

The sequential sweep (systematic scan Glauber dynamics), which traverses the n coordinates in a fixed deterministic order and applies the local update to each coordinate in turn.

If this is right

  • The mixing time of the sequential sweep becomes independent of n under the local spectral assumption.
  • High dimensional expanders admit rapid mixing via systematic scan Glauber dynamics.
  • The walk satisfies an entropy contraction inequality under the related local entropy contraction condition.
  • Rapid mixing results extend from Ramanujan complexes to all high dimensional expanders meeting the local spectral condition.

Where Pith is reading between the lines

These are editorial extensions of the paper, not claims the author makes directly.

  • Ordered update schemes may be preferable to random coordinate selection for sampling on certain expanders.
  • The local-to-global spectral lifting technique could apply to other deterministic scan orders in Markov chain analysis.
  • Constructions of high dimensional expanders can be checked directly for the local spectral strength required to reach gap near 1.

Load-bearing premise

The n-partite simplicial complex satisfies the strong local spectral assumption defined in Gur, Lifschitz, Liu (STOC 2022).

What would settle it

An explicit n-partite simplicial complex that satisfies the strong local spectral assumption yet has sequential sweep spectral gap bounded strictly below 1.

read the original abstract

It is well known that the spectral gap of the down-up walk over an $n$-partite simplicial complex (also known as Glauber dynamics) cannot be better than $O(1/n)$ due to natural obstructions such as coboundaries. We study an alternative random walk over partite simplicial complexes known as the sequential sweep or the systematic scan Glauber dynamics: Whereas the down-up walk at each step selects a random coordinate and updates it based on the remaining coordinates, the sequential sweep goes through each of the coordinates one by one in a deterministic order and applies the same update operation. It is natural, thus, to compare $n$-steps of the down-up walk with a single step of the sequential sweep. Interestingly, while the spectral gap of the $n$-th power of the down-up walk is still bounded from above by a constant, under a strong enough local spectral assumption (in the sense of Gur, Lifschitz, Liu, STOC 2022) we can show that the spectral gap of this walk can be arbitrarily close to 1. We also study other isoperimetric inequalities for these walks, and show that under the assumptions of local entropy contraction (related to the considerations of Gur, Lifschitz, Liu), these walks satisfy an entropy contraction inequality. Concretely, we generalize a result of Lubetzky, Lubotzky, and Parzanchevski (Journal of the EMS) about the rapid mixing of sequential sweep in Ramanujan complexes to suitable high dimensional expanders.

Editorial analysis

A structured set of objections, weighed in public.

Desk editor's note, referee report, simulated authors' rebuttal, and a circularity audit. Tearing a paper down is the easy half of reading it; the pith above is the substance, this is the friction.

Referee Report

0 major / 3 minor

Summary. The paper studies an alternative to the down-up walk on n-partite simplicial complexes called the sequential sweep (systematic scan Glauber dynamics), in which coordinates are updated in a fixed deterministic order rather than randomly. It claims that, while the n-step down-up walk remains bounded by a constant spectral gap, the sequential sweep achieves spectral gap arbitrarily close to 1 under a sufficiently strong local spectral assumption (Gur-Lifschitz-Liu, STOC 2022). The manuscript also derives entropy contraction for these walks under local entropy contraction assumptions and generalizes the rapid-mixing result of Lubetzky-Lubotzky-Parzanchevski (JEMS) from Ramanujan complexes to suitable high-dimensional expanders.

Significance. If the local spectral and entropy assumptions hold for the n-partite complexes under consideration, the result supplies a concrete mechanism for obtaining near-optimal mixing via systematic scan on high-dimensional expanders, extending prior work on Ramanujan complexes. The conditional framing and explicit dependence on the Gur et al. assumption are stated clearly, which strengthens the contribution by avoiding over-claim. No machine-checked proofs or parameter-free derivations are present, but the generalization to HDX and the entropy-contraction extension are substantive if the premises apply.

minor comments (3)
  1. Abstract, line 8: the phrase 'arbitrarily close to 1' should be accompanied by a brief parenthetical indicating the dependence on the strength of the local spectral assumption (e.g., 'as the local gap parameter tends to 1').
  2. The manuscript should add a short paragraph in the introduction clarifying whether the Gur-Lifschitz-Liu local spectral assumption is known to hold for any explicit infinite family of n-partite complexes beyond Ramanujan complexes, or whether this remains open.
  3. Notation: the distinction between the single-step sequential sweep operator and its n-fold composition should be denoted consistently (e.g., P_seq vs P_seq^n) throughout the proofs to avoid reader confusion when comparing to the n-step down-up operator.

Simulated Author's Rebuttal

0 responses · 0 unresolved

We thank the referee for their positive summary, significance assessment, and recommendation of minor revision. The review correctly identifies the core contributions and the conditional nature of the results under the Gur-Lifschitz-Liu assumptions.

Circularity Check

0 steps flagged

No significant circularity identified

full rationale

The paper's central results on spectral gap and entropy contraction for the sequential sweep are explicitly conditional on the external local spectral assumption from Gur-Lifschitz-Liu (STOC 2022) and generalize an independent prior result on Ramanujan complexes from Lubetzky-Lubotzky-Parzanchevski. No derivation step reduces by the paper's own equations to a fitted input, self-definition, or unverified self-citation chain; the cited works supply independent external support rather than closing a loop within this manuscript.

Axiom & Free-Parameter Ledger

0 free parameters · 1 axioms · 0 invented entities

The central claim rests on the external local spectral assumption from Gur et al. and standard facts about simplicial complexes and random walks; no free parameters are fitted and no new entities are postulated.

axioms (1)
  • domain assumption Strong local spectral assumption as defined in Gur, Lifschitz, Liu, STOC 2022
    Invoked to transfer local expansion to global spectral gap close to 1 for the sequential sweep.

pith-pipeline@v0.9.0 · 5805 in / 1339 out tokens · 31589 ms · 2026-05-24T04:54:11.546251+00:00 · methodology

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Reference graph

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