首页Dueling DQN的中文名称

Dueling DQN的中文名称

时间: 2025-04-27 20:28:32 浏览: 30

### Dueling DQN 的中文名称 Dueling DQN 的中文名称为决斗深度Q网络[^2]。 ```python # 示例代码展示如何定义一个简单的神经网络结构，类似于 Dueling DQN 中使用的架构 import torch.nn as nn class DuelingNetwork(nn.Module): def __init__(self, input_size, output_size): super(DuelingNetwork, self).__init__() self.feature_layer = nn.Sequential( nn.Linear(input_size, 128), nn.ReLU() ) self.value_stream = nn.Sequential( nn.Linear(128, 128), nn.ReLU(), nn.Linear(128, 1) ) self.advantage_stream = nn.Sequential( nn.Linear(128, 128), nn.ReLU(), nn.Linear(128, output_size) ) def forward(self, state): features = self.feature_layer(state) value = self.value_stream(features) advantages = self.advantage_stream(features) q_values = value + (advantages - advantages.mean()) return q_values ```

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