Enhancing Long-Term Recommendation with Bi-level Learnable Large Language Model Planning

The authors propose a Bi-level Learnable Large Language Model Planning framework to enhance long-term recommendation by incorporating planning capabilities into the decision-making process. This approach combines macro-learning and micro-learning mechanisms to improve personalized recommendations.