How can LLMs collaborate to personalize multimodal AI search?
A Learnable Agent Collaboration Network Framework for Personalized Multimodal Al Search Engine
September 4, 2024
https://arxiv.org/pdf/2409.00636- The paper introduces Agent Collaboration Network (ACN), a multimodal AI search engine framework using multiple specialized agents (Account Manager, Solution Strategist, Information Manager, Content Creator) for personalized and interactive information retrieval and generation.
- ACN leverages LLMs for various tasks: managing user profiles, planning article outlines, generating content, and retrieving information. It also employs a Reflective Forward Optimization (RFO) algorithm for online learning and prompt adjustment based on user feedback.