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multi-content mixing

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DataFunSummit
DataFunSummit
Mar 12, 2022 · Artificial Intelligence

Evolution of Re‑ranking Techniques in Kuaishou Short‑Video Recommendation System

This article details Kuaishou's short‑video recommendation pipeline, explaining the challenges of large‑scale sequencing, the development of sequence re‑ranking, multi‑content mixing, on‑device re‑ranking, and reinforcement‑learning‑based strategies, and demonstrates how these innovations improve user engagement and business metrics.

KuaishouRecommendation systemsTransformer
0 likes · 15 min read
Evolution of Re‑ranking Techniques in Kuaishou Short‑Video Recommendation System
DataFunTalk
DataFunTalk
Feb 10, 2022 · Artificial Intelligence

Evolution of Re‑ranking Techniques in Kuaishou Short‑Video Recommendation System

This article details the technical evolution of Kuaishou's short‑video recommendation pipeline, focusing on sequence re‑ranking, multi‑content mixing, and on‑device re‑ranking, and explains how transformer‑based models, generator‑evaluator frameworks, and reinforcement‑learning strategies are employed to maximize overall sequence value, user engagement, and revenue.

Kuaishoumulti-content mixingon-device inference
0 likes · 15 min read
Evolution of Re‑ranking Techniques in Kuaishou Short‑Video Recommendation System