August 20, 2025R2MR: 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NoteMultimodal RecommendationCollaborative FilteringQuantizationEmpiricalKDD2025
August 1, 2025Revisiting Self-attention for Cross-domain Sequential Recommendation利用多任务/多目标优化学习到更佳的 Attention 分布, 促进跨域推荐NoteSequential RecommendationCross-DomainMulti-TaskMulti-ObjectiveEmpiricalKDD2025
July 27, 2025Bridging Textual-Collaborative Gap through Semantic Codes for Sequential Recommendation通过 Q-Former 将 semantic IDs 转换为 textual IDsNoteSequential RecommendationVector QuantizationEmpiricalKDD2025
July 2, 2025EARN: Efficient Inference Acceleration for LLM-based Generative Recommendation by Register Tokens通过减小 KV cache size 加速 LLMRec 的推理NoteSequential RecommendationLLMKV CacheEmpiricalKDD2025
May 21, 2025All in One: Multi-Task Prompting for Graph Neural Networks统一 graph/edge/node-level 的 graph promptNoteGraphGNNPromptEmpiricalKDD2023