Before revision:  Our extensive experiments over a range of datasets with different settings demonstrate the effectiveness of such collaboration on both cloud and device sides , especially its superiority in modeling long-tailed users.
After revision:  Our extensive experiments over a range of datasets with different settings demonstrate the effectiveness of such collaboration on both cloud and devices , especially its superiority in modeling long-tailed users.