Tag

multi-objective ranking

1 views collected around this technical thread.

Baidu Geek Talk
Baidu Geek Talk
Sep 6, 2021 · Artificial Intelligence

Short Video Recommendation System Design: Baidu Haokan Video Practice

The article outlines Baidu Haokan’s short‑video recommendation architecture, describing how a unified ranking pipeline uses user‑interest signals, multi‑objective MMOE and deep‑fusion models, and long‑term value estimation to balance personalized user experience, creator exposure, and advertiser goals across billions of daily video plays.

BaiduMMoERecommendation System
0 likes · 8 min read
Short Video Recommendation System Design: Baidu Haokan Video Practice
DataFunTalk
DataFunTalk
Feb 24, 2021 · Artificial Intelligence

Multi‑Objective Ranking in Kuaishou Short‑Video Recommendation: System Design and Online Results

This article details Kuaishou's multi‑objective ranking pipeline for short‑video recommendation, covering manual score fusion, GBDT ensemble, Learn‑to‑Rank, online auto‑tuning, ensemble sorting, reinforcement‑learning rerank, and on‑device rerank, and reports their impact on DAU, watch time and user interaction.

KuaishouReinforcement Learningmachine learning
0 likes · 21 min read
Multi‑Objective Ranking in Kuaishou Short‑Video Recommendation: System Design and Online Results