value network

Terms from Artificial Intelligence: humans at the heart of algorithms

The glossary is being gradually proof checked, but currently has many typos and misspellings.

In AlphaGo, the value network is one of two neural networks that act as a heuristic functions to guide a Monte Carlo tree search of game positions. The value network takes a board position and estimates the likelihood of a win. It is used in conjunction with a policy network. While introduced in AlphaGo, the same principle can be applied generally in game playing.

Used in Chap. 11: page 157