Quantum Monte Carlo Tree Search with Fixed Confidence

arXiv:2609.33132 · quant-ph, cs.AI · Submitted 2026-09-27 · Read on arXiv

quant-ph, cs.AI

Submitted: 2026-09-27

Updated: 2026-09-27

Terminology

• Query Complexity — 30× in this paper · explained in 2 episodes
• Quantum Monte Carlo Tree Search — 19× in this paper
• Accuracy — 5× in this paper · explained in 1 episode
• Topological Order — 5× in this paper · explained in 2 episodes
• Benchmark — 4× in this paper · explained in 2 episodes
• Reinforcement Learning — 3× in this paper · explained in 4 episodes
• Adaptivity — 1× in this paper · explained in 1 episode
• Classical Monte Carlo Tree Search — 1× in this paper
• Combinatorial Optimization — 1× in this paper · explained in 2 episodes
• Entanglement — 1× in this paper · explained in 4 episodes
• Generative Model — 1× in this paper · explained in 2 episodes
• Hilbert Space — 1× in this paper · explained in 2 episodes
• Regret — 1× in this paper · explained in 3 episodes
• Sample Complexity — 1× in this paper · explained in 15 episodes

Sources

• Quantum Amplitude Amplification and Estimation
• Quantum-enhanced Monte Carlo Tree Search framework for combinatorial optimization problems
• Quantum Grover Adaptive Search for Discrete Simulation Optimization
• Quantum computing with Qiskit
• Coherent Rollout Oracles for Finite-Horizon Sequential Decision Problems
• Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm
• Provably Efficient Exploration in Quantum Reinforcement Learning with Logarithmic Worst-Case Regret

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