For SDK versions 17+ you should use paddingStart and paddingEnd properties, if you have minSdkVersion < 17 you must use different styles for each version, like this:
res/values/styles.xml :
- @style/ActionButtonStyle
res/values-v17/styles.xml :
- @style/ActionButtonStyle