FS-TFP/materials/paper_list/FL-Recommendation

Federated Learning for Recommendation

2023

Title	Venue	Link
Privacy-Preserving Hierarchical Federated Recommendation Systems	IEEE Communications Letters	pdf
Federated Recommendation with Additive Personalization	arXiv	pdf
Manipulating Federated Recommender Systems: Poisoning with Synthetic Users and Its Countermeasures	arXiv	pdf

2022

Title	Venue	Link
A Privacy-Preserving Oriented Service Recommendation Approach based on Personal Data Cloud and Federated Learning	IEEE ICWS	pdf
Personalized Federated Recommendation System with Historical Parameter Clustering	JAIHC	pdf
User-Controlled Federated Matrix Factorization for Recommender Systems	JIIS	pdf
Differential Private Knowledge Transfer for Privacy-Preserving Cross-Domain Recommendation	WWW	pdf
Towards Fair Federated Recommendation Learning: Characterizing the Inter-Dependence of System and Data Heterogeneity	RecSys	pdf
Personalized Federated Recommendation via Joint Representation Learning, User Clustering, and Model Adaptation	CIKM	pdf
FedCDR: Federated Cross-Domain Recommendation for Privacy-Preserving Rating Prediction	CIKM	pdf
Cali3F: Calibrated Fast Fair Federated Recommendation System	IJCNN	pdf
Ranking-based Federated POI Recommendation with Geographic Effect	IJCNN	pdf
FedCL: Federated Contrastive Learning for Privacy-Preserving Recommendation	arXiv	pdf
Federated Unlearning for On-Device Recommendation	arXiv	pdf
PrivateRec: Differentially Private Training and Serving for Federated News Recommendation	arXiv	pdf
A Survey on Federated Recommendation Systems	IEEE TNNLS	pdf
A Comprehensive Survey on Trustworthy Recommender Systems	arXiv	pdf

2021

Title	Venue	Link
Federated Social Recommendation with Graph Neural Network	ACM TIST	pdf
PREFER: Point-of-interest REcommendation with efficiency and privacy-preservation via Federated Edge leaRning	ACM IMWUT	pdf
Federated Neural Collaborative Filtering	ACM KBS	pdf
POI Recommendation with Federated Learning and Privacy Preserving in Cross Domain Recommendation	INFOCOM workshop	pdf
Fast-adapting and Privacy-preserving Federated Recommender System	VLDB Journal	pdf
FedCT: Federated Collaborative Transfer for Recommendation	SIGIR	pdf
Stronger Privacy for Federated Collaborative Filtering with Implicit Feedback	RecSys	pdf
A Payload Optimization Method for Federated Recommender Systems	RecSys	pdf
Fedrec++: Lossless federated recommendation with explicit feedback	AAAI	pdf
Efficient-FedRec: Efficient Federated Learning Framework for Privacy-Preserving News Recommendation	EMNLP	pdf, code
Uni-FedRec: A Unified Privacy-Preserving News Recommendation Framework for Model Training and Online Serving	EMNLP	pdf, code
Practical and Secure Federated Recommendation with Personalized Masks	arXiv	pdf
FedGNN: Federated Graph Neural Network for Privacy-Preserving Recommendation	arXiv	pdf
Learning Federated Representations and Recommendations with Limited Negatives	arXiv	pdf, code
DeepRec: On-device Deep Learning for Privacy-Preserving Sequential Recommendation in Mobile Commerce	www	pdf

2020

Title	Venue	Link
Practical Privacy Preserving POI Recommendation	ACM TIST	pdf
Secure Federated Matrix Factorization	IEEE Intelligent Systems	pdf, code
FedRec: Federated Recommendation With Explicit Feedback	IEEE Intelligent Systems	pdf, code
Privacy-Preserving News Recommendation Model Learning	EMNLP	pdf, code
Federated Recommendation System via Differential Privacy	IEEE ISIT	pdf
Meta Matrix Factorization for Federated Rating Predictions	SIGIR	pdf, code
FedFast: Going Beyond Average for Faster Training of Federated Recommender Systems	KDD	pdf
Federated recommendation systems	Springer	pdf

2019

Title	Venue	Link
Federated Collaborative Filtering for Privacy-Preserving Personalized Recommendation System	arXiv	pdf

2018

Title	Venue	Link
Privacy Enhanced Matrix Factorization for Recommendation with Local Differential Privacy	IEEE TKDE	pdf