Agent4Rec
AG
AG
Agent4Rec
Simulates 1,000 LLM-powered agents for diverse movie recommendation preferences.
About
Agent4Rec is an open-source recommender system simulator that utilizes 1,000 LLM-empowered generative agents to emulate user interactions with personalized movie recommendations. These agents, initialized from the MovieLens-1M dataset, exhibit diverse social traits and preferences, engaging in realistic interactions such as watching, rating, and evaluating recommended content. The framework explores the potential of LLM-empowered generative agents in simulating human behavior within recommendation environments, offering insights for researchers and developers.
Key facts
At-a-glance profile data
- Founded
- 2023
- Total funding
- -
- Business model
- B2B
- Tags
- Agentic AIAI AgentMulti-Agent SystemsFoundation ModelLarge Language Model
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