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Has anyone applied MCTS to the saturation phase, rather than trying to achieve full saturation?
I'm dealing with large expressions like
```
((z/(((((((((((((w+153)/2)/2)/2)/2)/2)+-5)*4)+9)/2)/2)…
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Long term research task to implement MCTS.
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One can implement MCTS based on the value model to improve model performance. This is not intended to be used during data generation due to the high cost of computation.
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Good Day,
about the MCTS implementation, I am actually hard stuck and do not know what to do (even with the pseudocode provided).
Question 1 :
Do you have any suggestions to find any references …
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### Feature description
Minimax Algorithm with Alpha-Beta Pruning: Commonly used in games like Tic-Tac-Toe, Chess, etc.
Nim Game and Grundy Numbers: Problems related to combinatorial game theory.
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將樹狀結構改善成 DAG (有向無環),期望將重複計算部分充分利用,而非每一次都新增出新的節點。預計會需要做到以下幾點:
- 需要做一個 `map nodeRoad;`,這也許會降低搜尋次數。
- 改善 UCT (UCB for tree search) 的計算,嘗試加入根號之後的數值。
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> The combination of Monte-Carlo tree search
(MCTS) with deep reinforcement learning has
led to significant advances in artificial intelligence. However, AlphaZero, the current stateof-the-art MCTS …