Concepedia

Sequence-to-sequence Recommendation

Sequence-to-Sequence Recommendation is a sequence modeling framework that generates personalized recommendations by mapping an input sequence of user-item interactions to an output sequence of future items through an encoder-decoder architecture, distinguishing it from pointwise or session-based methods by explicitly modeling sequential dependencies in both input and output.

129

Publications

9.8K

Citations

524

Authors

157

Institutions

Publications per year

2017–2026

121

Parents

Publications

129

Personalized Top-N Sequential Recommendation via Convolutional Sequence Embedding

Jiaxi Tang, Ke Wang · 2018 · 1.9K citations

, , +14

A Simple Convolutional Generative Network for Next Item Recommendation

Fajie Yuan, Alexandros Karatzoglou, Ioannis Arapakis et al. · 2019 · 625 citations · Full text

, , +12

Intent Contrastive Learning for Sequential Recommendation

Yongjun Chen, Zhiwei Liu, Jia Li et al. · Proceedings of the ACM Web Conference 2022 · 2022 · 374 citations · Full text

, , +12

Sequential User-based Recurrent Neural Network Recommendations

Tim Donkers, Benedikt Loepp, Jürgen Ziegler · 2017 · 357 citations

, , +13

Learning Fashion Compatibility with Bidirectional LSTMs

2017 · 310 citations · Full text

, , +14

1–5 of 129

Authors

524

  1. GX
    Guandong Xu

    University of Technology Sydney, Australia

    5 publications · 287 citations

    5

    h-index

  2. TC
    Tat‐Seng Chua

    National University of Singapore, Singapore

    5 publications · 177 citations

    5

    h-index

  3. DW
    Dongjing Wang

    Hangzhou Dianzi University, China

    4 publications · 225 citations

    4

    h-index

  4. SW
    Shu Wu

    Chinese Academy of Sciences, China

    4 publications · 283 citations

    4

    h-index

  5. LW
    Liang Wang

    Chinese Academy of Sciences, China

    4 publications · 283 citations

    4

    h-index

1–5 of 524

Institutions

157

  1. Tsinghua University

    Beijing, China

    8 h-index

    19 publications

    1.3K citations

  2. National University of Singapore

    Singapore, Singapore

    7 h-index

    16 publications

    1.2K citations

  3. University of Technology Sydney

    Sydney, Australia

    6 h-index

    8 publications

    421 citations

  4. University of California San Diego

    San Diego, United States

    4 h-index

    10 publications

    1.1K citations

  5. The University of Queensland

    Brisbane, Australia

    4 h-index

    11 publications

    586 citations

  6. Wuhan University

    Wuhan, China

    4 h-index

    9 publications

    538 citations

  7. Nanyang Technological University

    Singapore, Singapore

    3 h-index

    6 publications

    159 citations

  8. Peking University

    Beijing, China

    3 h-index

    13 publications

    1.3K citations

1–8 of 157

Venues

  1. arXiv (Cornell University)

    Repository · 10 publications · 463 citations

    10

    h-index

  2. Expert Systems with Applications

    5 publications · 114 citations

    5

    h-index

  3. Information Processing & Management

    5 publications · 144 citations

    5

    h-index

  4. Frontiers of Computer Science

    4 publications · 94 citations

    4

    h-index

  5. Knowledge-Based Systems

    3 publications · 73 citations

    3

    h-index

1–5