Capability
Promotion Recommendation Engine
20 artifacts provide this capability.
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Agent4RecRepository24/100
via “advertisement integration and sponsored recommendation evaluation”
Recommender system simulator with 1,000 agents
Unique: Extends the recommendation simulation to include sponsored/ad items, enabling evaluation of how recommendation algorithms and agents interact with ads. The system can inject ads into recommendation pages and measure agent engagement, supporting analysis of ad effectiveness and potential conflicts between user satisfaction and ad revenue.
vs others: Unique to Agent4Rec among recommendation simulators because it explicitly models ad integration, but ad engagement modeling is simplistic compared to real user behavior toward ads.