Setting Canvas properties in an ItemsControl DataTemplate

I'm trying to databind to this ItemsControl:

<ItemsControl ItemsSource="{Binding Path=Nodes, Mode=TwoWay, UpdateSourceTrigger=PropertyChanged}">
    <ItemsControl.ItemsPanel>
        <ItemsPanelTemplate>
            <Canvas />
        </ItemsPanelTemplate>
    </ItemsControl.ItemsPanel>
</ItemsControl>

By using this DataTemplate, I'm trying to individually position my Node elements on the Canvas correctly:

<DataTemplate DataType="{x:Type Model:EndNode}">
    <Controls:EndNodeControl Canvas.Left="{Binding Path=XPos}" Canvas.Top="{Binding Path=YPos}" />
</DataTemplate>

However, it's not working as expected. All my node elements are drawn on top of each other in the same position. Any suggestions on how to accomplish this?

The attached properties only work on direct children of the Canvas. ItemsControl will place ContentPresenter controls as its direct children, so you might want to add a style for that as well:

<ItemsControl ItemsSource="{Binding Path=Nodes}">
    <ItemsControl.ItemsPanel>
        <ItemsPanelTemplate>
            <Canvas />
        </ItemsPanelTemplate>
    </ItemsControl.ItemsPanel>
    <ItemsControl.ItemContainerStyle>
        <Style TargetType="ContentPresenter">
            <Setter Property="Canvas.Left" Value="{Binding Path=XPos}" />
            <Setter Property="Canvas.Top" Value="{Binding Path=YPos}" />
        </Style>
    </ItemsControl.ItemContainerStyle>
</ItemsControl>