会话推荐系统(CRS)

会话推荐系统(CRS)旨在通过交互式对话向用户推荐高质量的项目。

KBRD

KBRD : Towards Knowledge-Based Recommender Dialog System
https://arxiv.org/abs/1908.05391
https://github.com/THUDM/KBRD

KGSF

通过基于语义融合的知识图谱来改善会话推荐系统
https://arxiv.org/pdf/2007.04032.pdf
https://github.com/RUCAIBox/KGSF

CRSLab

Conversational Recommendation

  • Deep Dialogue vs Casual Conversation in Recommender Systems. Lorraine McGinty, Barry Smyth. 2002.
  • A Personalized System for Conversational Recommendations. Cynthia A. Thompson, Mehmet H. Göker, Pat Langley. JAIR 2004.
  • Improving Recommender Systems with Adaptive Conversational Strategies. Tariq Mahmood, Francesco Ricci. HT 2009.
  • Critiquing-based recommenders: survey and emerging trends. Li Chen, Pearl Pu. UMUAI 2012.
  • Conversational Recommendation to Avoid the Cold-start Problem. F. Benito-Picazo, M. Enciso, C. Rossi and A. Guevara. CMMSE 2016.
  • Towards Conversational Recommender Systems. Konstantina Christakopoulou, Filip Radlinski, Katja Hofmann. KDD 2016. Microsoft.
  • Conversational Recommender System. Yueming Sun, Yi Zhang. SIGIR 2018. UCSC.
  • Towards Deep Conversational Recommendations. Raymond Li, Samira Ebrahimi Kahou, Hannes Schulz, Vincent Michalski, Laurent Charlin, and Chris Pal. NeurIPS 2018. Element AI.
  • Converse-Et-Impera: Exploiting Deep Learning and Hierarchical Reinforcement Learning for Conversational Recommender Systems. Claudio Greco, Alessandro Suglia, Pierpaolo Basile, and Giovanni Semeraro. AIIA 2019.
  • Towards Knowledge-Based Recommender Dialog System. Qibin Chen, Junyang Lin, Yichang Zhang, Ming Ding, Yukuo Cen, Hongxia Yang, Jie Tang. EMNLP 2019. Alibaba.
  • Deep Conversational Recommender in Travel. Lizi Liao, Ryuichi Takanobu, Yunshan Ma, Xun Yang, Minlie Huang, Tat-Seng Chua. arXiv preprint. NUS.

参考

https://www.pianshen.com/article/84631657054/
https://mp.weixin.qq.com/s/Z4-bd6lE9VAJ8Kf9peMM_g
https://github.com/THUDM/NLP4Rec-Papers

posted on 2021-01-12 10:10  宋岳庭  阅读(1724)  评论(0编辑  收藏  举报