Here's the part of the thread that I linked to which worked for me on my unrooted Note. I have bolded the commands used:
Quote:
1) Determine the package name of the app, e.g. "com.example.someapp". Skip this step if you already know the package name.
adb shell pm list packages
Look through the list of package names and try to find a match between the app in question and the package name. This is usually easy, but note that the package name can be completely unrelated to the app name. If you can't recognize the app from the list of package names, try finding the app in Google Play using a browser. The URL for an app in Google Play contains the package name.
2) Get the full path name of the APK file for the desired package.
adb shell pm path com.example.someapp
The output will look something like this: package:/data/app/com.example.someapp-2.apk
3) Pull the APK file from the Android device to the development box.
adb pull /data/app/com.example.someapp-2.apk
https://stackoverflow.com/questions/...android-device
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Of course, you have to have already installed the ADB platform tools on you computer to execute the commands. However, that was quite easy to do following the instructions on the XDA link.