QuantumBFS / QuantumBFS/quantum.harness
[challenge]: Low-level SOS for all 2-local Hamiltonians: a quantum PCP data point
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- Dominant language
- Python
- Stars
- 66
- Forks
- 93
- PR merge metrics
- No merged PRs in 30d
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
- Parekh, Thompson, An optimal product-state approximation for 2-local quantum Hamiltonians with positive terms, arXiv:2206.08342.
- Piddock et al., Quantum Max-Cut is NP-hard to approximate, arXiv:2510.07995.
- 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
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up — it saves two people doing the same work.
- Fork the repository and make your change on a branch.
- 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