Ivan Bulychev

Hybrid Graph Retrieval-Augmented Language Agents for Collaborative Recommendation

Recent advances in large language model (LLM) agents have shown promise for autonomous decision-making in recommender systems. However, existing approaches suffer from two fundamental limitations: flat agent memories that conflate different information modalities and prohibitive computational costs that prevent scaling...