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monetization Articles

3 articles

Related Tags

pinterest(3)
engineering(3)
model-unification(1)
recommender-systems(1)
Pinterest logoPinterest
61 min read
Machine Learning•2026-03-03

Unifying Ads Engagement Modeling Across Pinterest Surfaces

Pinterest unified three separate ads engagement models for Home Feed, Search, and Related Pins into one shared architecture.

monetization
model-unification
recommender-systems
pinterest
engineering
Pinterest logoPinterest
101 min read
Machine Learning•2026-02-13

GPU-Serving Two-Tower Models for Lightweight Ads Engagement Prediction

Pinterest introduced a GPU-served two-tower model using MMOE-DCN architecture for lightweight ads engagement prediction.

engineering
pinterest
monetization
Pinterest logoPinterest
21 min read
Machine Learning•2026-02-02

Beyond Two Towers: Re-architecting the Serving Stack for Next-Gen Ads Lightweight Ranking Models…

Spotify's ads team describes how they re-architected their serving stack to replace the Two-Tower model with more expressive neural networks capable of deep feature interactions.

engineering
pinterest
monetization