# Agent4Rec

**Source:** https://www.startuphub.ai/startups/agent4rec
**Profile type:** Startup

> 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

- **Slug:** agent4rec
- **Founded:** 2023-01-01 00:00:00
- **Operating status:** Active
- **Sectors / tags:** Agentic AI, AI Agent, Multi-Agent Systems, Foundation Model, Large Language Model, Recommender Systems, Data Science, Research, Recommender System, Generative AI, Simulation Software, AI Reasoning, Machine Learning, Research Assistants, Data Analysis, Agent Development, Open Source
- **Social:**
  - GitHub: https://github.com/LehengTHU/Agent4Rec

## Frequently asked

### What does Agent4Rec do?

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 recommendati…

### When was Agent4Rec founded?

Agent4Rec was founded in 2023.

### What industry does Agent4Rec operate in?

Agent4Rec operates in Agentic AI, AI Agent, Multi-Agent Systems, Foundation Model, Large Language Model, Recommender Systems.

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