Quantum Enhancements for Deep Reinforcement Learning in Large Spaces
Sofiene Jerbi, Lea M. Trenkwalder, Hendrik Poulsen Nautrup, Hans J. Briegel, Vedran Dunjko
Abstract
Quantum computing and artificial intelligence are better integrated using an approach based on a new class of physics-inspired methods: New quantum algorithms can provide boosts to energy-based deep reinforcement learning.
Topics & Concepts
Reinforcement learningComputer scienceQuantumClass (philosophy)Artificial intelligenceQuantum computerTheoretical computer scienceQuantum algorithmDeep learningQuantum systemMathematicsArtificial neural networkQuantum networkQuantum stateAlgorithmQuantum Computing Algorithms and ArchitectureQuantum Information and CryptographyQuantum many-body systems