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Mathematical Foundations for Peer-to-Peer Lattice Computation

分布式、并行与集群计算 2026-05-26 v2 数据结构与算法 组合数学 概率论

摘要

We give structured proofs for five mathematical propositions governing synchronous peer-to-peer computation on a finite grid graph embedded in Z2\mathbb{Z}^2. Proposition 1 gives three lower bounds: a transport-work bound iaiiW1(μ,ν)\sum_i a_i \ell_i \geq W_1(\mu,\nu) attained by every shortest-path schedule; a completion-depth bound DminrμD_{\min} \geq r_\mu attained by non-congesting parallel routing; and a compressive-reduction edge bound EStG(supp(μ){x})|E'| \geq \mathrm{St}_G(\mathrm{supp}(\mu)\cup\{x_\star\}). A negative result refutes naive O(factP3/2)O(f_{\text{act}}P^{3/2}) concentration for sink-trunk loads under corner-sink dimension-order routing, showing variance Θ(fact(1fact)P2)\Theta(f_{\text{act}}(1-f_{\text{act}})P^2). Proposition 2 establishes, under the α\alpha-β\beta-γ\gamma collective-communication and a Mixture-of-Experts sparse-activation model, that the grid-to-cluster latency ratio improves monotonically as factf_{\text{act}} shrinks whenever cluster fixed overhead dominates the grid geometric constant. Proposition 3 identifies a sufficient algebraic criterion for schedule-independent reduction: update rules decomposing into a local map and an abelian-monoid merge, expressed as a product-preserving functor from the Lawvere theory of commutative monoids into the hardware-state category. Proposition 4 bounds the conditional expected route length under i.i.d. site failure in the subcritical regime δ<pcsite(Z2)\delta < p_c^{\text{site}}(\mathbb{Z}^2) by an additive detour, using Aizenman-Barsky exponential cluster-size decay. Proposition 5 augments the grid with kk uniform long-range shortcuts per node, collapsing the typical shortest-path length from Θ(P)\Theta(\sqrt{P}) to O(logP)O(\log P) under a mean-field (Erd\H{o}s-R\'enyi) universality argument -- rigorous for the 1-D-ring base (Newman-Watts-Strogatz), conjectural for the 2-D-grid base.

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引用

@article{arxiv.2605.22832,
  title  = {Mathematical Foundations for Peer-to-Peer Lattice Computation},
  author = {Danil Gorinevski},
  journal= {arXiv preprint arXiv:2605.22832},
  year   = {2026}
}

备注

Foundations for software engineering of peer-to-peer distributed computation: abelian-monoid fold semantics (PCC-certifiable), reduction-depth/transport-work/Steiner-edge lower bounds, subcritical fault-tolerance detour bounds, small-world topology extension. 20 pages, 7 figures, 35 references