會話推薦系統（CRS）旨在通過交互式對話向用戶推薦高質量的項目。
KBRD
KBRD : Towards Knowledge-Based Recommender Dialog System
https://arxiv.org/abs/1908.05391
https://github.com/THUDM/KBRD
KGSF
通過基於語義融合的知識圖譜來改善會話推薦系統
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.
參考
https://www.pianshen.com/article/84631657054/
https://mp.weixin.qq.com/s/Z4-bd6lE9VAJ8Kf9peMM_g
https://github.com/THUDM/NLP4Rec-Papers