参考

大公司

字节

阿里

腾讯

google

microsoft

facebook

重要会议

KDD

  • Learning to Embed Categorical Features without Embedding Tables for Recommendation

    SIGIR

    AAAI

  • Degree Planning with PLAN-BERT: Multi-Semester Recommendation Using Future Courses of Interest
    使用未来感兴趣的课程进行多学期推荐

    CIKM

    RecSys

    WSDM

技术方向

cross domian

  • Leveraging Tripartite Interaction Information from Live Stream E-Commerce for Improving Product Recommendation, KDD, 2021

    序列推荐

  • Noninvasive Self-Attention for Side Information Fusion in Sequential Recommendation
    无创自注意力机制用于序列推荐中的附加信息融合, AAAI, 2021

  • Sparse-Interest Network for Sequential Recommendation, ali, WSDM, 2021

    pre-training

  • DSGPT: Domain-Specific Generative Pre-Training of Transformers for Text Generation in E-commerce Title and Review Summarization，SIGIR，2021

  • U-BERT: Pre-Training User Representations for Improved Recommendation预训练BERT模型用于用户表示来提高推荐性能, AAAI, 2021

    多模态

  • Understanding Chinese Video and Language via Contrastive Multimodal Pre-Training基于对比多模态预训练理解中文视频和文本，ali, 2021

  • Pre-training Graph Transformer with MultimodalSide Information for Recommendation用于推荐系统的融合多模态信息的图预训练Transformer, ali, 2021
  • Review-Aware Neural Recommendation with Cross-Modality Mutual Attention【short paper，文本+RS+跨模态】，下载不了, CIKM, 2021

  • Multi-modal Dictionary BERT for Cross-modal Video Search in Baidu Advertising， baidu, CIKM, 无法下载

    多任务

  • [PLE] Progressive Layered Extraction (PLE): A Novel Multi-Task Learning (MTL) Model for Personalized Recommendations（腾讯 2020，近一年很多大厂有follow这项工作）

    对比学习

  • Optimizing Dense Retrieval Model Training with Hard Negatives, SIGIR, 2021

  • SSL: Self-supervised Learning for Large-scale Item Recommendations, google, 2021

    graph

    meta Learning

  • Personalized Adaptive Meta Learning for Cold-Start User Preference Prediction
    基于个性化自适应元学习的冷启动用户偏好预测, AAAI, 2021

[

](http://mp.weixin.qq.com/s?__biz=MzU1NTMyOTI4Mw==&mid=2247555301&idx=1&sn=60fa796f07e86c9251a4401bc93b94d0&chksm=fbd7aa89cca0239f7cb2bc75bc7e2dc50f421c45cd454e55107e4eec3508d79f315f9c242e71&mpshare=1&scene=24&srcid=1026CzT8xsTgBtu0iZhq3bzZ&sharer_sharetime=1635263918839&sharer_shareid=bc9160d733a1fd9b3fc04fdb43bec9ed#rd)