Theoretical computer science·OpenAI Math·Result 102·Lean formalisation listed

The Unique Games Conjecture and optimal approximation thresholds

One of the 372 results in OpenAI's public mathematics catalogue, filed under theoretical computer science: 5 preprints, the latest dated 23 September 2026. This page quotes OpenAI's own summary of the claim, links the papers and abstracts, and will embed the animation.

Latest paper

The Unique Games Theorem

23 September 2026 · PDF

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What OpenAI claims

Proves Khot's Unique Games Conjecture. Independent direct reductions also establish NP-hardness, on unweighted graphs, of approximation beyond the Goemans–Williamson ratio for Max-Cut, below factor two for Vertex Cover, and within any fixed constant factor for Min-UnCut and directed feedback vertex set. These direct proofs use established PCP and Label Cover hardness results. (Lean)

Papers (5)

  1. The Unique Games Theorem

    · Preprint, not peer reviewed · PDF

    We prove the Unique Games Conjecture. For every fixed ε,δ ∈ (0,1/2), we give a deterministic polynomial-time reduction from 3SAT to Unique Games over a fixed finite alphabet, with completeness at least 1-ε and soundness at most δ.

  2. A Direct Proof of Optimal Max-Cut Hardness

    · Preprint, not peer reviewed · PDF

    We prove that approximating Max-Cut on simple unweighted graphs within any fixed factor greater than the Goemans–Williamson constant is NP-hard.

  3. The Factor-Two Hardness Threshold for Vertex Cover

    · Preprint, not peer reviewed · PDF

    We prove that minimum Vertex Cover is NP-hard to approximate within every fixed factor below two, even on simple unweighted graphs.

  4. Constant-factor hardness of Min-UnCut

    · Preprint, not peer reviewed · PDF

    For every fixed C > 1, approximating Min-UnCut within factor C is NP-hard, even on simple undirected unweighted graphs.

  5. Constant-factor hardness of directed feedback vertex set

    · Preprint, not peer reviewed · PDF

    Approximating minimum directed feedback vertex set within any fixed constant factor is NP-hard, even on unweighted digraphs.

Status

Preprint. The papers have not been independently reviewed. Treat the result as OpenAI's claim until other mathematicians have checked it. If a video exists, it illustrates the statement; it is not the proof.

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