This is a paper list for Social Recommendation，which also contains some related research areas.
Keywords: Recommend System, Social Recommendation
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SIGKDD(2023)Constrained Social Community Recommendation. [GNN] [PDF] -
SIGKDD(2023)A Sublinear Time Algorithm for Opinion Optimization in Directed Social Networks via Edge Recommendation. [GNN] [PDF] -
SIGKDD(2022)Affective Signals in a Social Media Recommender System. [Social Network] [PDF] -
SIGKDD(2021)Socially-Aware Self-Supervised Tri-Training for Recommendation. [GNN, Contrastive Learning] [PDF] -
SIGKDD(2019)Fighting Opinion Control in Social Networks via Link Recommendation. [GNN, Random walks and Markov Chains] [PDF] -
SIGKDD(2019)Social Recommendation with Optimal Limited Attention. [Limited Attention] [PDF] -
ICDE(2023)Disentangled Graph Social Recommendation. [GNN] [PDF] -
ICDE(2023)Modelling High-Order Social Relations for Item Recommendation. [GNN] [PDF] -
ICDE(2022)Self-Supervised Dual-Channel Attentive Network for Session-based Social Recommendation. [Self-Supervised Learning] [PDF] -
ICDE(2022)Inhomogeneous Social Recommendation with Hypergraph Convolutional Networks. [GNN] [PDF] -
ICDE(2019)Online Social Media Recommendation Over Streams. [Bi-Layer HMM] [PDF] -
SIGIR(2022)Socially-aware Dual Contrastive Learning for Cold-Start Recommendation. [Cold-start, Contrastive learning, GNN] [PDF] -
SIGIR(2022)DH-HGCN: Dual Homogeneity Hypergraph Convolutional Network for Multiple Social Recommendations. [GNN, Multiple Social Recommendations] [PDF] -
SIGIR(2022)RELISON: A Framework for Link Recommendation in Social Networks. [GNN, Link recommendation] [PDF] -
SIGIR(2021)Social Recommendation with Implicit Social Influence. [GNN,Implicit influence] [PDF] -
SIGIR(2021)ConsisRec: Enhancing GNN for Social Recommendation via Consistent Neighbor Aggregation. [GNN] [PDF] -
SIGIR(2019)A Neural Influence Diffusion Model for Social Recommendation. [GNN] [PDF] -
SIGIR(2019)An Efficient Adaptive Transfer Neural Network for Social-aware Recommendation. [GNN] [PDF] -
SIGIR(2019)Social Attentive Deep Q-network for Recommendation. [GNN] [PDF] -
SIGIR(2018)Attentive Recurrent Social Recommendation. [GNN, Attention] [PDF] -
CIKM(2023)Celebrity-aware Graph Contrastive Learning Framework for Social Recommendation. [GNN, Elebrity Effect] [PDF] -
CIKM(2022)Disentangled Contrastive Learning for Social Recommendation. [GNN, Collaborative Learning] [PDF] -
CIKM(2022)A Hyperbolic-to-Hyperbolic User Representation with Multi-aspect for Social Recommendation. [GNN, Hyperbolic Space] [PDF] -
CIKM(2021)Social Recommendation with Self-Supervised Metagraph Informax Network. [GNN, Self-Supervised Learning] [PDF] -
CIKM(2020)Partial Relationship Aware Influence Diffusion via Multi-channel Encoding Scheme for Social Recommendation. [GNN] [PDF] -
CIKM(2019)Relation-Aware Graph Convolutional Networks for Agent-Initiated Social E-Commerce Recommendation. [GNN] [PDF] -
CIKM(2019)A Modular Adversarial Approach to Social Recommendation. [GNN] [PDF] -
CIKM(2018)Adaptive Implicit Friends Identification over Heterogeneous Network for Social Recommendation. [GNN, Implicit Friends] [PDF] -
RecSys(2023)CR-SoRec: BERT driven Consistency Regularization for Social Recommendation. [GNN, BERT] [PDF] -
RecSys(2021)Auditing the Effect of Social Network Recommendations on Polarization in Geometrical Ideological Spaces. [GNN] [PDF] -
RecSys(2019)Deep Social Collaborative Filtering. [GNN] [PDF] -
RecSys(2019)Tripartite Heterogeneous Graph Propagation for Large-scale Social Recommendation . [GNN] [PDF] -
RecSys(2018)PsRec: Social Recommendation with Pseudo Rating. [MF] [PDF] -
(WSDM)(2021)An Efficient and Effective Framework for Session-based Social Recommendation. [GNN] [PDF] -
(WSDM)(2019)Session-Based Social Recommendation Via Dynamic Graph Attention Networks.. [GNN, Dynamic Interests] [PDF] -
(WSDM)(2019)Social Attentional Memory Network: Modeling Aspect- and Friend-Level Differences in Recommendation. [ Collaborative Filtering] [PDF] -
(WWW)(2024)Challenging Low Homophily in Social Recommendation. [Graph Rewiring, Contrastive Learning;] [PDF] -
(WWW)(2023)Robust Preference-Guided Denoising for Graph based Social Recommendation. [GNN, Graph Denoising, ] [PDF] -
(WWW)(2022)Revisiting Graph Neural Network based Social Recommendation. [GNN] [PDF] -
(WWW)(2021)Self-Supervised Multi-Channel Hypergraph Convolutional Network for Social Recommendation. [GNN] [PDF] -
(WWW)(2020)The Structure of Social Influence in Recommender Networks. [Collaborative Filtering] [PDF] -
(WWW)(2020)Few-Shot Learning for New User Recommendation in Location-based Social Networks. [Self-Attention] [PDF] -
(WWW)(2019)SamWalker: Social Recommendation with Informative Sampling Strategy. [GNN, Implicit Feedback] [PDF] -
(WWW)(2019)Graph Neural Networks for Social Recommendation. [GNN] [PDF] -
(WWW)(2019)Dual Graph Attention Networks for Deep Latent Representation of Multifaceted Social Effects in Recommender Systems. [ Graph Attention Network] [PDF] -
(WWW)(2018)Algorithmic Glass Ceiling in Social Networks: The effects of social recommendations on network diversity. [Random Walks] [PDF] -
(ICML)(2023)Curriculum Co-disentangled Representation Learning across Multiple Environments for Social Recommendation. [GNN] [PDF] -
(ICML)(2020)Optimizing Long-term Social Welfare in Recommender Systems: A Constrained Matching Approach. [GNN] [PDF] -
(IJCAI)(2023)Denoised Self-Augmented Learning for Social Recommendation. [GNN] [PDF] -
(IJCAI)(2019)An Ordinal Banzhaf Index for Social Ranking. [GNN] [PDF] -
(IJCAI)(2019)Deep Adversarial Social Recommendation. [Heterogeneous] [PDF] -
(IJCAI)(2019)Feature Evolution Based Multi-Task Learning for Collaborative Filtering with Social Trust. [Collaborative Filtering, Multi-task Learning] [PDF] -
(IJCAI)(2018)Ceteris paribus majority for social ranking. [GNN] [PDF]