Self-EvolveRec: Self-Evolving Recommender Systems with LLM-based Directional Feedback

By: Sein Kim, Sangwu Park, Hongseok Kang, Wonjoong Kim, Jimin Seo, Yeonjun In, Kanghoon Yoon, Chanyoung Park

Published: 2026-02-17

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Abstract

This paper introduces Self-EvolveRec, a novel approach to recommender systems that can self-evolve using Large Language Model (LLM)-based directional feedback. This innovation has significant real-world impact by enabling recommender systems to adapt and improve autonomously, offering more personalized and effective recommendations across various platforms like e-commerce and content streaming.

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Self-EvolveRec: Self-Evolving Recommender Systems with LLM-based Directional Feedback | ArXiv Intelligence