RecBase: Generative Foundation Model Pretraining for Zero-Shot Recommendation
在多个开源数据集上训练的生成式推荐模型, 利用课程学习训练 Tokenizer
2025
Progressive Semantic Residual Quantization for Multimodal-Joint Interest Modeling in Music Recommendation
对残差量化的修改
HLLM-Creator: Hierarchical LLM-based Personalized Creative Generation
利用 LLM 高效生成个性化广告语
R2MR: Review and Rewrite Modality for Recommendation
修正低质量模态特征以改善多模态协同过滤
Representation Quantization for Collaborative Filtering Augmentation
经过正交变换后的向量量化
Scaled-Dot-Product Attention as One-Sided Entropic Optimal Transport
从最优传输的角度理解和统一 Attention 机理
Markov Chain Estimation with In-Context Learning
探究利用 Transformer 估计马氏链的可泛化能力
Distilling LLM Agent into Small Models with Retrieval and Code Tools
Agent Distillation
Structured Agent Distillation for Large Language Model
Agent 的 Reasoning & Action 蒸馏
On the Reliability of Sampling Strategies in Offline Recommender Evaluation
不同采样策略在不同曝光偏差下的区分性, 鲁棒性, 一致性