95 citations · 101 across the 3 of their papers we have counts for
4 papers
ThinkPilot: Steering Reasoning Models via Automated Think-prefixes Optimization
Sunzhu Li, Zhiyu Lin, Shuling Yang +2
Large Reasoning Models (LRMs) are powerful, but they still suffer from inefficient and off-target reasoning. Currently, training-free methods are limited to either rigid heuristics…
Managing Diversity in Airbnb Search
Mustafa Abdool, Malay Haldar, Prashant Ramanathan +5
One of the long-standing questions in search systems is the role of diversity in results. From a product perspective, showing diverse results provides the user with more choice and…
Improving Deep Learning For Airbnb Search
Malay Haldar, Mustafa Abdool, Prashant Ramanathan +6
The application of deep learning to search ranking was one of the most impactful product improvements at Airbnb. But what comes next after you launch a deep learning model? In this…
Applying Deep Learning To Airbnb Search
Malay Haldar, Mustafa Abdool, Prashant Ramanathan +8
The application to search ranking is one of the biggest machine learning success stories at Airbnb. Much of the initial gains were driven by a gradient boosted decision tree model.…