Language Representations Can be What Recommenders Need: Findings and Potentials
Next-token embedding 之于协同过滤
Note
Think Before Recommend: Unleashing the Latent Reasoning Power for Sequential Recommendation
ReaRec, 多步序列推荐推理
Physics of Language Models: Part 3.1, Knowledge Storage and Extraction
探究 LLM 如何记忆和提取知识的实验性文章
A Self-Attentive Model for Knowledge Tracing
SAKT, 自注意力知识追踪
Dynamic Key-Value Memory Networks for Knowledge Tracing
DKVMN, 带记忆结构的知识追踪
Meta-Learning with Memory-Augmented Neural Networks
MANN, 外置记忆模块
Deep Knowledge Tracing
DKT, 知识追踪
Unifying Generative and Dense Retrieval for Sequential Recommendation
LIGER, 生成式检索的冷启动缺陷与解决方案
Collaborative Alignment for Recommendation
CARec, ID-Textual 特征对齐
Multimodal Pre-training for Sequential Recommendation via Contrastive Learning
MP4SR, 模态融合之于多模态协同过滤