Prompt-Augmented LLMs with RAG for Addressing Cold-Start and Sparsity in Online Recommender Systems. - Sarama Shehmir; Rasha F. Kashef (ASONAM (3), 2025)

LLM4Rec: A Comprehensive Survey on the Integration of Large Language Models in Recommender Systems - Approaches, Applications and Challenges. - Sarama Shehmir; Rasha F. Kashef (Future Internet, 2025)

RoLLMRec: a robust LLM-based recommender system for defending against shilling and prompt injection attacks. - Sarama Shehmir; Rasha F. Kashef (Frontiers Comput. Sci., 2026)