A Quantum Framework for K Coloring of Graphs
quant-ph
Submitted: 2026-09-26
Updated: 2026-09-26
License: http://creativecommons.org/licenses/by-sa/4.0/
The gist: Graph coloring is a well-known NP-complete problem with applications in scheduling, register allocation, frequency assignment, and network optimization.
Terminology
Abstract
Graph coloring is a well-known NP-complete problem with applications in scheduling, register allocation, frequency assignment, and network optimization. Quantum computing offers the potential for polynomial or even super-polynomial speedups in certain problem instances, yet practical quantum graph coloring methods must carefully balance qubit resources, circuit depth, and constraint enforcement. We proposed a solver agnostic quantum framework for K-coloring. Along with a novel encoding and efficient constraint implementation for its exact coloring exploiting Grover search and almost optimal coloring by the Quantum Approximate Optimization Algorithm(QAOA), and Quantum Annealing. Unlike using O(NK) qubits as in SOTA, we reduced the qubit requirements to O(N 2 K), along with optimized comparator circuits enforcing adjacency constraints. Further symmetry-based graph reduction is incorporated as an optional preprocessing step to further reduce the instance size before quantum execution.
Sources
- Reinforcement Learning for Graph Coloring: Understanding the Power and Limits of Non-Label Invariant Representations
- Rethinking Graph Neural Networks for the Graph Coloring Problem
- A Quantum Approximate Optimization Algorithm
- Symmetric Reduction Techniques for Quantum Graph Colouring
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