QuantumBFS / QuantumBFS/quantum.harness

[challenge]: Low-level SOS for all 2-local Hamiltonians: a quantum PCP data point

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accepted autoresearch challenge
Dominant language
Python
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Description

Released by

Jie Wang (AMSS, Chinese Academy of Sciences) & Jin-Guo Liu (Hong Kong University of Science and Technology (Guangzhou))

Contact email

cacate0129@gmail.com

Method

Other

Challenge issue

Difficulty: ★★★ (rated by Jie Wang)

Background

Does constant level (2 or 3) of the NC-SOS hierarchy achieve a constant-factor approximation to the ground energy of every (suitably normalized) 2-local Hamiltonian? Product-state approximations give guarantees for positive-term Hamiltonians (arXiv:2206.08342); hardness results bound the other side (arXiv:2510.07995); level-wise analyses exist for specific models (arXiv:2311.09010). A universal low-level guarantee would collide with quantum-PCP-style hardness; a fooling family would be the first strong NC-SOS integrality-gap construction.

Research objective

Prove a universal constant ratio for level 2/3, or construct a certified fooling family. Gap-instance search over structured families (expander-supported interaction graphs, frustration patterns), with SOS values from symmetry-reduced solvers and true energies from certified branch-and-bound at moderate sizes; ratio conjectures then attacked via SOS rounding arguments.

Verification plan

  • Success gate: either a proved universal ratio (SOS identity + rounding proof, spot-checked on the corpus), or an explicit family with certified ratio divergence — both SOS values and true energies carrying exact certificates.
  • Hope signal: certified gap instances beating the worst known low-level integrality gap — each extends the map of where the hierarchy is weak.
  • Pivot signal: constructions stall at known constants and proofs reduce to UGC-type open questions — publish the equivalence.

Why this may lead to research output

Either outcome is a structural statement about the tool every group in the field uses, and a genuine data point for the quantum PCP question.

References

  1. Parekh, Thompson, An optimal product-state approximation for 2-local quantum Hamiltonians with positive terms, arXiv:2206.08342.
  2. Piddock et al., Quantum Max-Cut is NP-hard to approximate, arXiv:2510.07995.
  3. Rao, Analysis of sum-of-squares relaxations for the quantum rotor model, arXiv:2311.09010.

Contributor guide

No contributing guide indexed for this repository

First steps

  1. Read the whole issue, then the project's contributing guide.
  2. Comment on the issue to say you are picking it up — it saves two people doing the same work.
  3. Fork the repository and make your change on a branch.
  4. Open a pull request that references the issue number.

Research direction

Start by reading the cited papers and formalizing the level-2/3 NC-SOS objective for normalized 2-local Hamiltonians. Explore structured interaction families with symmetry-reduced SOS values and certified true energies, then assess whether the success gate is met by a universal ratio proof or a family with certified ratio divergence.

Written by the indexing model from the issue text.

Assessment

Tech stack
python
Domain
tooling
Issue type
Feature
Difficulty
5/5
Estimated time
Over a week
Activity status
Quiet
Clarity
Needs clarification
Newbie friendliness
25/100

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