Peng-Fei Li

A Dual-Process Memory-Augmented Large Language Model Agent for Explainable Sequential Recommendation

Large language model (LLM) recommenders have progressed from treating recommendation as a language task to full-fledged recommendation agents organized around profile, memory, planning, and action modules. Two frontiers have recently emerged: making an agent’s memory self-evolving, and injecting reasoning through reinf...