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Proximity Features: Privacy-Compliant Cold-Start Personalization at Airbnb

arXiv cs.LG · 3d ago Cached

This paper introduces Proximity Features, a privacy-compliant system that uses aggregated geo-IP data to personalize recommendations for cold-start users at Airbnb, achieving significant booking lifts in production experiments.

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Understanding Guest Preferences and Optimizing Two-sided Marketplaces: Airbnb as an Example

arXiv cs.LG · 2026-07-02 Cached

This paper from Airbnb combines economic modeling and causal inference to understand how guests respond to prices and how preferences vary, aiming to optimize pricing tools and personalization in the two-sided marketplace.

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Estimating Supply Incrementality in Two-sided Marketplaces: A Causal Machine Learning Approach

arXiv cs.LG · 2026-07-01 Cached

This paper presents a causal machine learning approach combining double/debiased machine learning with a hierarchical Bayesian framework to estimate the incremental impact of additional supply on marketplace outcomes, using Airbnb as a case study.

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Airbnb’s Brian Chesky plans to launch a new AI lab

TechCrunch AI · 2026-06-04

Airbnb CEO Brian Chesky plans to launch a new AI lab, having previously held off on LLM partnerships due to existing products not meeting his standards.

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@quant_sheep: I had an Agent use Chrome to find and book an Airbnb for me. It even proactively asked the host: 'Do you have a kitchen?' If you need your Agent to operate a browser like a human — whether for testing web pages or automatically booking Airbnb stays — any web-based operation can be done...

X AI KOLs Timeline · 2026-06-03 Cached

Showcases an open-source tool called open-browser-use that enables an AI Agent to operate Chrome browser like a human, completing the full process of finding and booking accommodation on Airbnb, including proactively asking the host.

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Allegedly trashing Airbnbs to test robots puts startup in legal trouble

Ars Technica · 2026-06-01 Cached

A robotics startup, The Bot Company, is being sued by an Airbnb host for allegedly causing extensive damage to his home while testing robotic prototypes.

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SF startup is testing robots in Airbnbs, and trashing them, lawsuit claims

Hacker News Top · 2026-05-28 Cached

The Bot Company, a $2 billion startup founded by Tesla and Cruise alums, is accused of secretly testing household robots in Airbnbs, causing extensive damage; a host is suing for $12,383.50.

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After Shopify and Google said that 50% and 75% of their code is AI-generated, it’s now Airbnb’s turn to say that 60% of its codebase is also AI-generated. Moreover, Airbnb's CEO says that even managers are programming using Claude Code.

Reddit r/singularity · 2026-05-10 Cached

Airbnb CEO Brian Chesky announced that 60% of the company's code is now generated by AI, with managers increasingly using tools like Claude Code to participate in development. This aligns with similar trends at Shopify and Google, signaling a broader industry shift toward AI-assisted software engineering and flatter management structures.

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