Open problem, Applied and computational mathematics, posed 2002
Unique games conjecture
For every , there exists an alphabet size such that given a unique label cover instance over an alphabet of size (where each constraint between two variables is a bijection ), it is NP-hard to distinguish whether there is a labeling satisfying at least a fraction of the constraints or no labeling satisfies more than an fraction of the constraints.
As of 2026, the full Unique Games Conjecture with -to- constraints remains open. The landmark 2018 resolution of the -to- Games Conjecture by Khot, Minzer, and Safra proved NP-hardness of distinguishing -satisfiable from -satisfiable unique games, yielding unconditional hardness of approximation near for Vertex Cover, while bridging the gap from completeness to remains the central challenge.
Best known results
- The -to- Games Theorem (Khot–Minzer–Safra 2018) proves that for every , it is NP-hard to distinguish Unique Games instances with value at least from those with value at most .
- Subexponential-time algorithms (Arora–Barak–Steurer 2010) solve Unique Games with completeness in time using spectral graph partitioning and the Lasserre/Sum-of-Squares hierarchy.
Tools and where they stop
| Tool | Achieved | Where it stops |
|---|---|---|
| Discrete Fourier analysis on the Boolean hypercube and Majority Is Stablest | Translates the Unique Games Conjecture into tight inapproximability bounds for Max-Cut, Max-2SAT, and general constraint satisfaction problems via dictatorship tests | Proves conditional hardness assuming UGC, rather than proving the NP-hardness of Unique Games itself |
| Grassmann graph expansion and non-abelian Fourier analysis | Characterizes non-expanding sets in the Grassmann graph via zoom-in and zoom-out structure, proving the -to- Games Conjecture | Inherently loses a factor of in completeness when reducing from -to- constraints to -to- bijective constraints, stalling at completeness |
Open questions
- Does the Unique Games Conjecture hold with completeness for every , or does there exist a polynomial-time algorithm distinguishing -satisfiable instances from -satisfiable ones?
References
- Subhash Khot (2002). On the power of unique 2-prover 1-round games · DOI:10.1145/509907.510017
- Subhash Khot, Guy Kindler, Elchanan Mossel, Ryan O'Donnell (2007). Optimal inapproximability results for MAX-CUT and other 2-variable CSPs? · DOI:10.1137/S0097539705447372
- Prasad Raghavendra (2008). Optimal algorithms and inapproximability results for every CSP? · DOI:10.1145/1374376.1374414
- Subhash Khot, Dor Minzer, Muli Safra (2023). Pseudorandom sets in Grassmann graph have near-perfect expansion · DOI:10.4007/annals.2023.198.1.1