Optimizing Airbnb Search Journey with Multi-task Learning

no code implementations • 28 May 2023 • Chun How Tan, Austin Chan, Malay Haldar, Jie Tang, Xin Liu, Mustafa Abdool, Huiji Gao, Liwei He, Sanjeev Katariya

The long and exploratory nature of the search journey, as well as the need to balance both guest and host preferences, present unique challenges for Airbnb search ranking.

Multi-Task Learning

Learning To Rank Diversely At Airbnb

no code implementations • 19 Sep 2022 • Malay Haldar, Mustafa Abdool, Liwei He, Dillon Davis, Huiji Gao, Sanjeev Katariya

Embedded implicitly in this strategy was an assumption that the booking probability of a listing could be determined independently of other listings in search results.

Efficient Neural Network Learning-To-Rank