Agent4Rec
AG
AG

Agent4Rec

Simulates 1,000 LLM-powered agents for diverse movie recommendation preferences.

2023Active

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 AI
AI Agent
Multi-Agent Systems
Foundation Model
Large Language Model
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