Variability in social app usage across regions results a high skew of the quantity and quality check-in data collected, which turn is challenge for effective location recommender systems. In this paper, we present Axolotl (Automated cross Location-network Transfer Learning), novel method aimed at transferring preference models learned data-rich region to significantly boost recommendations data...