# Recommendation System

## Survey
- [ACM Computing Survey] **A Survey on Conversational Recommender Systems**, [[paper]](https://arxiv.org/pdf/2004.00646.pdf), [[bibtex]](/Bibtex/A%20Survey%20on%20Conversational%20Recommender%20Systems.bib). 

## Recommendation Models
- [2017 IJCAI] **DeepFM - A Factorization-Machine based Neural Network for CTR Prediction**, [[paper]](https://www.ijcai.org/proceedings/2017/0239.pdf), [[bibtex]](/Bibtex/DeepFM%20-%20A%20Factorization-Machine%20based%20Neural%20Network%20for%20CTR%20Prediction.bib), sources: [[shenweichen/DeepCTR]](https://github.com/shenweichen/DeepCTR).
- [2018 ArXiv] **Next Item Recommendation with Self-Attention**, [[paper]](https://arxiv.org/pdf/1808.06414.pdf), [[bibtex]](/Bibtex/Next%20Item%20Recommendation%20with%20Self-Attention.bib).
- [2018 ICDM] **Self-Attentive Sequential Recommendation**, [[paper]](https://arxiv.org/pdf/1808.09781.pdf), [[bibtex]](/Bibtex/Self-Attentive%20Sequential%20Recommendation.bib), sources: [[kang205/SASRec]](https://github.com/kang205/SASRec).
- [2018 KDD] **Multi-Pointer Co-Attention Networks for Recommendation**, [[paper]](https://arxiv.org/pdf/1801.09251.pdf), [[bibtex]](/Bibtex/Multi-Pointer%20Co-Attention%20Networks%20for%20Recommendation.bib), sources: [[vanzytay/KDD2018_MPCN]](https://github.com/vanzytay/KDD2018_MPCN).
- [2019 RecSys] **Are We Really Making Much Progress? A Worrying Analysis of Recent Neural Recommendation Approaches**, [[paper]](https://arxiv.org/pdf/1907.06902.pdf), [[bibtex]](/Bibtex/Are%20We%20Really%20Making%20Much%20Progress%20A%20Worrying%20Analysis%20of%20Recent%20Neural%20Recommendation%20Approaches.bib), sources: [[MaurizioFD/RecSys2019_DeepLearning_Evaluation]](https://github.com/MaurizioFD/RecSys2019_DeepLearning_Evaluation).
- [2020 ArXiv] **A Critical Study on Data Leakage in Recommender System Offline Evaluation**, [[paper]](https://arxiv.org/pdf/2010.11060.pdf), [[bibtex]](/Bibtex/A%20Critical%20Study%20on%20Data%20Leakage%20in%20Recommender%20System%20Offline%20Evaluation.bib).
- [2020 SIGIR] **A Re-visit of the Popularity Baseline in Recommender Systems**, [[paper]](https://arxiv.org/pdf/2005.13829.pdf), [[bibtex]](/Bibtex/A%20Re-visit%20of%20the%20Popularity%20Baseline%20in%20Recommender%20Systems.bib).
- [2021 SIGIR] **Causal Intervention for Leveraging Popularity Bias in Recommendation**, [[paper]](https://dl.acm.org/doi/pdf/10.1145/3404835.3462875), [[bibtex]](/Bibtex/Causal%20Intervention%20for%20Leveraging%20Popularity%20Bias%20in%20Recommendation.bib), sources: [[zyang1580/PDA]](https://github.com/zyang1580/PDA).
- [2021 ArXiv] **SELFCF: A Simple Framework for Self-supervised Collaborative Filtering**, [[paper]](https://arxiv.org/pdf/2107.03019.pdf), [[bibtex]](/Bibtex/SELFCF%20-%20A%20Simple%20Framework%20for%20Self-supervised%20Collaborative%20Filtering.bib), sources: [[enoche/SelfCF]](https://github.com/enoche/SelfCF).