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Many Hamiltonians Are Sparsifiable

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Arpon Basu, Joshua Brakensiek, Aaron Putterman (May 05 2026).
Abstract: We study the problem of Hamiltonian sparsification: given a parameter ε∈(0,1)\varepsilon \in (0,1)ε∈(0,1) and an nnn-qubit Hamiltonian HHH which is the sum of rrr-local positive semi-definite (PSD) terms H1,…HmH_1, \dots H_mH1​,…Hm​, our goal is to compute a sparse set L⊆[m]L \subseteq [m]L⊆[m], along with weights w:L→R≥0w: L \rightarrow \mathbb{R}_{\geq 0}w:L→R≥0​ such that for every state ∣ψ⟩∈C2n|\psi\rangle\in \mathbb{C}^{2^n}∣ψ⟩∈C2n, ∑i∈Lw(i)⟨ψ∣Hi∣ψ⟩∈(1±ϵ)∑i=1m⟨ψ∣Hi∣ψ⟩\sum_i ∈L w(i) \langle \psi | H_i | \psi \rangle ∈(1 \pm \epsilon) \sum_i = 1^m \langle \psi | H_i | \psi \rangle∑i​∈Lw(i)⟨ψ∣Hi​∣ψ⟩∈(1±ϵ)∑i​=1m⟨ψ∣Hi​∣ψ⟩. When the set LLL is significantly smaller than mmm, this reduces the number of terms in the underlying system, while still ensuring that the behavior of the system is essentially unchanged. We show that many Hamiltonians indeed are sparsifiable to a number of terms much smaller than nrn^rnr, including: (a) Hamiltonians where each term is an rrr-local Pauli string, (b) Hamiltonians where each term is an rrr-local random operator of rank RRR, for R≥2r−1+1R \geq 2^{r-1}+1R≥2r−1+1, and (c) Hamiltonians where each term is an arbitrary rrr-local operator of rank ≥2r−1\geq 2^r -1≥2r−1 (a.k.a. Quantum SAT). Taken together, our results show that the sparsifiability of Hamiltonians is a robust phenomenon, contrary to prevailing belief (see for instance, Aharonov-Zhou ITCS 2019, QIP 2019). Our results find applications, for instance, to better (semi-)streaming algorithms for quantum Max-Cut, answering a question left open by Kallaugher and Parekh (FOCS 2022). In fact, our results even codify that quantum systems are often easier to sparsify than their classical counterparts.
Arxiv: https://arxiv.org/abs/2605.02211

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