The Splice Desktop App requires an internet connection to fully operate. However, for any sounds you have downloaded to your local device, they will be available without an internet connection.
Upon opening the Desktop App without an internet connection, you'll see the following prompt:
Click "Open Folder" to go to your local Splice folder where all of your downloaded sounds live. You can then use them just like you would with any other sample or preset file.