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Content Exploration Beyond the Feed: Creator Supply and the Shared Corpus
AI InsightAn arXiv paper analyzing short-video platform experiments finds recommender exploration affects not just consumption but creator supply: production exploration boosts videos posted per creator by 8.55%. This indicates algorithmic exploration goals must shift from purely optimizing views to balancing creator ecosystem health and retention.Key TakeawayExploration goals must include creator supply-side response, unlike past viewer-only metrics.Why It MattersReveals algorithmic distribution shapes creator output willingness, adding new constraints for platform design.Who's Affected- DevelopersMust include creator retention and output in recommender exploration optimization.
- Content CreatorsPlatform exploration mechanisms are proven to directly boost posting willingness.
- AI ResearchersIntroduces supply-side ecosystem empirical data and constraints to RecSys.
What's NextWatch if mainstream short-video platforms adjust algorithmic weights between production exploration and viewer budget.Importance 65/100