论文周报[1230-0105] | 推荐系统领域最新研究进展(12篇)

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嘿，记得给“ 机器学习与推荐算法 ”添加 星标 本文精选了上周 （1230-0105） 最新发布的 12 篇推荐系统相关论文，主要研究方向包括大模型思维链推荐、多模态推荐、扩散模型推荐、生成式观看时间预测、药物推荐、去偏推荐、指令微调推荐、社交推荐、图Transformer推荐、扩散模型协同过滤、图大模型推荐 等。 1.  HetGCoT-Rec: Heterogeneous Graph-Enhanced Chain-of-Thought LLM Reasoning for Journal Recommendation 2.  DiffCL: A Diffusion-Based Contrastive Learning Framework with Semantic Alignment for Multimodal Recommendations 3.  Generative Regression Based Watch Time Prediction for Video Recommendation: Model and Performance 4.  A Contrastive Pretrain Model with Prompt Tuning for Multi-center Medication Recommendation 5.  Invariant Debiasing Learning for Recommendation via Biased Imputation 6.  RecLM: Recommendation Instruction Tuning 7.  Don't Lose Yourself: Boosting Multimodal ………………………………