Awesome-RecSys: methods and implements

Multi-Interest

Paper Method Conference Code
Multi-Interest Network with Dynamic Routing for Recommendation at Tmall MIND CIKM 2019 -
Deep Multi-Interest Network for Click-through Rate Prediction DMIN CIKM 2020 -
Controllable Multi-Interest Framework for Recommendation ComiRec KDD 2020 -
Disentangled Self-Supervision in Sequential Recommenders - KDD 2020 -
Octopus: Comprehensive and Elastic User Representation for the Generation of Recommendation Candidates Octopus SIGIR 2020 -
Contrastive Learning for Debiased Candidate Generation in Large-Scale Recommender Systems MultCLR KDD 2021 -
Sparse-Interest Network for Sequential Recommendation SINE WSDM 2021 -
Multi-interest Diversification for End-to-end Sequential Recommendation MDSR TOIS 2021 -
Exploring Periodicity and Interactivity in Multi-Interest Framework for Sequential Recommendation PIMI IJCAI 2021 -
Rethinking Lifelong Sequential Recommendation with Incremental Multi-Interest Attention LimaRec WSDM 2021 -

Long-term

CTR Prediction

Diversity