Reinforcement-Learning-Based Variational Quantum Circuits Optimization for Combinatorial Problems.
Sami KhairyRuslan ShaydulinLukasz CincioYuri AlexeevPrasanna BalaprakashPublished in: CoRR (2019)
Keyphrases
- combinatorial problems
- combinatorial optimization
- reinforcement learning
- constraint programming
- combinatorial search
- metaheuristic
- traveling salesman problem
- quantum computing
- constraint satisfaction
- graph coloring
- constraint satisfaction problems
- phase transition
- branch and bound algorithm
- optimization problems
- maximum satisfiability
- image segmentation
- solving hard
- logic circuits
- optimization algorithm
- state space
- hard combinatorial optimization problems
- graph colouring
- logic synthesis
- markov decision processes
- optimal policy
- computational complexity
- multi objective
- global constraints
- constraint propagation
- integer programming
- upper bound