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Nonasymptotic Analysis of Monte Carlo Tree Search
Published 2022“…<jats:p> In “Nonasymptotic Analysis of Monte Carlo Tree Search,” D. Shah, Q. Xie, and Z. Xu consider the popular tree-based search strategy, the Monte Carlo Tree Search (MCTS), in the context of the infinite-horizon discounted Markov decision process. …”
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Convex Hull Monte-Carlo tree search
Published 2020“…We propose the Convex Hull Monte-Carlo Tree-Search (CHMCTS) framework, which builds upon Trial Based Heuristic Tree Search and Convex Hull Value Iteration (CHVI), as a solution to multi-objective planning in large environments. …”
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Monte Carlo tree search with Boltzmann exploration
Published 2023“…Monte-Carlo Tree Search (MCTS) methods, such as Upper Confidence Bound applied to Trees (UCT), are instrumental to automated planning techniques. …”
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Bi-Directional Monte Carlo Tree Search
Published 2021“…This paper describes a new algorithm called Bi-Directional Monte Carlo Tree Search. The essential idea of Bi-directional Monte Carlo Tree Search is to run an MCTS forwards from the start state, and simultaneously run an MCTS backwards from the goal state, and stop when the two searches meet. …”
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Retrosynthetic planning with experience-guided Monte Carlo tree search
Published 2023-06-01“…Here we propose an experience-guided Monte Carlo tree search (EG-MCTS) to deal with this problem. …”
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An improved Monte Carlo Tree Search approach to workflow scheduling
Published 2022-12-01Subjects: “…monte carlo tree search…”
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Dynamic Pricing for Charging of EVs with Monte Carlo Tree Search
Published 2022-02-01Subjects: Get full text
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Distributed Monte Carlo Tree Search With Applications To Chip Design
Published 2023“…Monte Carlo Tree Search is a classic method in AI that builds up a search tree asymmetrically using random rollouts on a game tree. …”
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Monte Carlo Tree Search Applications to Neural Theorem Proving
Published 2024“…Three classes of algorithms are explored: best first search, random walk, and Monte Carlo Tree Search. Search algorithms are evaluated on the random split test dataset of the LeanDojo Benchmark. …”
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Decoupled Monte Carlo Tree Search for Cooperative Multi-Agent Planning
Published 2023-02-01Subjects: Get full text
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Monte Carlo Tree Search for High-dimensional Continuous Control Space
Published 2021-10-01Subjects: “…monte carlo tree search|high dimensional continuous action space|deep neural network|reinforcement learning|kernel regression uct…”
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User Association and Load Balancing Based on Monte Carlo Tree Search
Published 2023-01-01Subjects: Get full text
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Automated Quantum Circuit Design With Nested Monte Carlo Tree Search
Published 2023-01-01Subjects: Get full text
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ALTERNATIVE SELECTION FUNCTIONS FOR INFORMATION SET MONTE CARLO TREE SEARCH
Published 2014-10-01“…We evaluate the performance of various selection methods for the Monte Carlo Tree Search algorithm in two-player zero-sum extensive-form games with imperfect information. …”
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Centralized Patrolling With Weakly-Coupled Agents Using Monte Carlo Tree Search
Published 2019-01-01“…Furthermore, a scalable centralized online planning algorithm, called the factored belief-based variable eliminated Monte Carlo planning algorithm, is proposed based on the Monte Carlo tree search (MCTS) method. The proposed algorithm constructs an independent local look-ahead tree for each agent, where actions are coordinated at specific locations of each tree based on the variable elimination algorithm. …”
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AlphaTruss: Monte Carlo Tree Search for Optimal Truss Layout Design
Published 2022-05-01Subjects: Get full text
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MDTS: automatic complex materials design using Monte Carlo tree search
Published 2017-12-01Subjects: Get full text
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Tensor Implementation of Monte-Carlo Tree Search for Model-Based Reinforcement Learning
Published 2023-01-01Subjects: “…Monte-Carlo tree search…”
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An improved relief feature selection algorithm based on Monte-Carlo tree search
Published 2019-01-01Subjects: Get full text
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