recommend.md

Recommendation System

Survey

• [ACM Computing Survey] A Survey on Conversational Recommender Systems, [paper], [bibtex].

Recommendation Models

• [2017 IJCAI] DeepFM - A Factorization-Machine based Neural Network for CTR Prediction, [paper], [bibtex], sources: [shenweichen/DeepCTR].
• [2018 ArXiv] Next Item Recommendation with Self-Attention, [paper], [bibtex].
• [2018 ICDM] Self-Attentive Sequential Recommendation, [paper], [bibtex], sources: [kang205/SASRec].
• [2018 KDD] Multi-Pointer Co-Attention Networks for Recommendation, [paper], [bibtex], sources: [vanzytay/KDD2018_MPCN].
• [2019 RecSys] Are We Really Making Much Progress? A Worrying Analysis of Recent Neural Recommendation Approaches, [paper], [bibtex], sources: [MaurizioFD/RecSys2019_DeepLearning_Evaluation].
• [2020 ArXiv] A Critical Study on Data Leakage in Recommender System Offline Evaluation, [paper], [bibtex].
• [2020 SIGIR] A Re-visit of the Popularity Baseline in Recommender Systems, [paper], [bibtex].
• [2021 SIGIR] Causal Intervention for Leveraging Popularity Bias in Recommendation, [paper], [bibtex], sources: [zyang1580/PDA].
• [2021 ArXiv] SELFCF: A Simple Framework for Self-supervised Collaborative Filtering, [paper], [bibtex], sources: [enoche/SelfCF].