LaTeX写DQN的伪代码
时间: 2024-05-18 09:09:52 浏览: 153
LaTeX是一种专业的排版软件,用于排版各种文档,包括科技论文、书籍等。如果您需要在论文中使用DQN的伪代码,可以使用LaTeX来实现。
以下是DQN的伪代码示例:
\begin{algorithm}[H]
\SetAlgoLined
\KwIn{Experience replay memory D}
\KwIn{Q-network with weights $\theta$}
Initialize D with N transitions\;
Initialize Q-network with random weights $\theta$\;
\For{episode=1 to M}{
Initialize s\;
\For{t=1 to T}{
With probability $\epsilon$ select a random action $a_t$\;
otherwise select $a_t = argmax_a Q(s_t, a; \theta)$\;
Execute action $a_t$ in emulator and observe reward $r_t$ and next state $s_{t+1}$\;
Store transition $(s_t, a_t, r_t, s_{t+1})$ in D\;
Sample a minibatch of transitions $(s_j, a_j, r_j, s_{j+1})$ from D\;
Set $y_j = r_j$ if episode terminates at step j+1\;
otherwise set $y_j = r_j + \gamma max_{a'} Q(s_{j+1}, a'; \theta)$\;
Perform a gradient descent step on $(y_j - Q(s_j, a_j; \theta))^2$ with respect to the network parameters $\theta$\;
}
}
\caption{Deep Q-Network algorithm}
\end{algorithm}
以上是一个简单的DQN的伪代码示例,您可以根据您的具体需求进行修改和调整。如果您需要更多关于LaTeX的帮助,可以参考相关的教程和资料。
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