Pctx: Tokenizing Personalized Context for Generative Recommendation
个性化 semantic IDs
Note
RankMixer: Scaling Up Ranking Models in Industrial Recommenders
抖音在大模型推荐上的尝试
Limitations of Dense Retrieval and Beyond
向量检索的瓶颈以及生成式检索的未来
Scaling Laws
Scaling Laws 的细节推导
Understanding Embedding Scaling in Collaborative Filtering
理解 Scaling up Embedding Size 过程中会出现的 double-peak/logarithmic 现象
UniSearch: Rethinking Search System with a Unified Generative Architecture
End-to-End 生成式检索
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
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