Sanjeev Katariya
YOU?
Author Swipe
View article: Harnessing the Power of Interleaving and Counterfactual Evaluation for Airbnb Search Ranking
Harnessing the Power of Interleaving and Counterfactual Evaluation for Airbnb Search Ranking Open
Evaluation plays a crucial role in the development of ranking algorithms on search and recommender systems. It enables online platforms to create user-friendly features that drive commercial success in a steady and effective manner. The on…
View article: Beyond Pairwise Learning-To-Rank At Airbnb
Beyond Pairwise Learning-To-Rank At Airbnb Open
There are three fundamental asks from a ranking algorithm: it should scale to handle a large number of items, sort items accurately by their utility, and impose a total order on the items for logical consistency. But here's the catch-no al…
View article: Multi-objective Learning to Rank by Model Distillation
Multi-objective Learning to Rank by Model Distillation Open
In online marketplaces, search ranking's objective is not only to purchase or\nconversion (primary objective), but to also the purchase outcomes(secondary\nobjectives), e.g. order cancellation(or return), review rating, customer\nservice i…
View article: Transforming Location Retrieval at Airbnb: A Journey from Heuristics to Reinforcement Learning
Transforming Location Retrieval at Airbnb: A Journey from Heuristics to Reinforcement Learning Open
The Airbnb search system grapples with many unique challenges as it continues to evolve. We oversee a marketplace that is nuanced by geography, diversity of homes, and guests with a variety of preferences. Crafting an efficient search syst…
View article: Learning to Rank for Maps at Airbnb
Learning to Rank for Maps at Airbnb Open
As a two-sided marketplace, Airbnb brings together hosts who own listings for rent with prospective guests from around the globe. Results from a guest's search for listings are displayed primarily through two interfaces: (1) as a list of r…
View article: Optimizing Airbnb Search Journey with Multi-task Learning
Optimizing Airbnb Search Journey with Multi-task Learning Open
At Airbnb, an online marketplace for stays and experiences, guests often\nspend weeks exploring and comparing multiple items before making a final\nreservation request. Each reservation request may then potentially be rejected\nor cancelle…
View article: Learning To Rank Diversely At Airbnb
Learning To Rank Diversely At Airbnb Open
Airbnb is a two-sided marketplace, bringing together hosts who own listings for rent, with prospective guests from around the globe. Applying neural network-based learning to rank techniques has led to significant improvements in matching …