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https://github.com/wubinzzu/social-recommendation-papers

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URL: https://github.com/wubinzzu/social-recommendation-papers
Owner: wubinzzu
Created: 2024-03-06T14:09:52.000Z (10 months ago)
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- Readme: README.md
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README

        ### A Paper List for Social Recommendation

This is a paper list for Social Recommendation，which also contains some related research areas.

**Keywords:** *Recommend System, Social Recommendation*

#### Paper List

- `SIGKDD(2023)`  Constrained Social Community Recommendation.  **[GNN]**  **[[PDF](https://dl.acm.org/doi/pdf/10.1145/3580305.3599793)]** 

- `SIGKDD(2023)`  A Sublinear Time Algorithm for Opinion Optimization in Directed Social Networks via Edge Recommendation.  **[GNN]**  **[[PDF](https://dl.acm.org/doi/pdf/10.1145/3580305.3599247)]** 

- `SIGKDD(2022)`  Affective Signals in a Social Media Recommender System.  **[Social Network]**  **[[PDF](https://arxiv.org/pdf/2206.12374.pdf)]** 

- `SIGKDD(2021)`  Socially-Aware Self-Supervised Tri-Training for Recommendation.  **[GNN, Contrastive Learning]**  **[[PDF](https://arxiv.org/pdf/2106.03569.pdf)]** 

- `SIGKDD(2019)`  Fighting Opinion Control in Social Networks via Link Recommendation.  **[GNN, Random walks and Markov Chains]**  **[[PDF](https://dl.acm.org/doi/pdf/10.1145/3292500.3330939)]** 

- `SIGKDD(2019)`  Social Recommendation with Optimal Limited Attention.  **[Limited Attention]**  **[[PDF](https://dl.acm.org/doi/pdf/10.1145/3580305.3599793)]** 

- `ICDE(2023)`  Disentangled Graph Social Recommendation.  **[GNN]**  **[[PDF](https://arxiv.org/pdf/2303.07810.pdf)]** 

- `ICDE(2023)`  Modelling High-Order Social Relations for Item Recommendation.  **[GNN]**  **[[PDF](https://arxiv.org/pdf/2003.10149.pdf)]** 

- `ICDE(2022)`  Self-Supervised Dual-Channel Attentive Network for Session-based Social Recommendation.  **[Self-Supervised Learning]**  **[[PDF](https://arxiv.org/pdf/2108.10560.pdf)]** 

- `ICDE(2022)`  Inhomogeneous Social Recommendation with Hypergraph Convolutional Networks.  **[GNN]**  **[[PDF](https://arxiv.org/pdf/2111.03344.pdf)]** 

- `ICDE(2019)`  Online Social Media Recommendation Over Streams.  **[Bi-Layer HMM]**  **[[PDF](https://arxiv.org/pdf/1901.01003.pdf)]** 

- `SIGIR(2022)`  Socially-aware Dual Contrastive Learning for Cold-Start Recommendation.  **[Cold-start, Contrastive learning, GNN]**  **[[PDF](https://dl.acm.org/doi/pdf/10.1145/3477495.3531780)]** 

- `SIGIR(2022)`  DH-HGCN: Dual Homogeneity Hypergraph Convolutional Network for Multiple Social Recommendations.  **[GNN, Multiple Social Recommendations]**  **[[PDF](https://dl.acm.org/doi/pdf/10.1145/3477495.3531828)]**

- `SIGIR(2022)`  RELISON: A Framework for Link Recommendation in Social Networks.  **[GNN, Link recommendation]**  **[[PDF](https://dl.acm.org/doi/pdf/10.1145/3477495.3531730)]**

- `SIGIR(2021)`  Social Recommendation with Implicit Social Influence.  **[GNN,Implicit influence]**  **[[PDF](https://dl.acm.org/doi/pdf/10.1145/3404835.3463043)]**

- `SIGIR(2021)`  ConsisRec: Enhancing GNN for Social Recommendation via Consistent Neighbor Aggregation.  **[GNN]**  **[[PDF](https://arxiv.org/pdf/2105.02254.pdf)]**

- `SIGIR(2019)`  A Neural Influence Diffusion Model for Social Recommendation.  **[GNN]**  **[[PDF](https://arxiv.org/pdf/1904.10322.pdf)]**

- `SIGIR(2019)`  An Efficient Adaptive Transfer Neural Network for Social-aware Recommendation.  **[GNN]**  **[[PDF](https://dl.acm.org/doi/pdf/10.1145/3331184.3331192)]**

- `SIGIR(2019)`  Social Attentive Deep Q-network for Recommendation.  **[GNN]**  **[[PDF](https://dl.acm.org/doi/pdf/10.1145/3331184.3331302)]**

- `SIGIR(2018)`  Attentive Recurrent Social Recommendation.  **[GNN, Attention]**  **[[PDF](https://dl.acm.org/doi/pdf/10.1145/3209978.3210023)]**

- `CIKM(2023)`  Celebrity-aware Graph Contrastive Learning Framework for Social Recommendation.  **[GNN, Elebrity Effect]**  **[[PDF](https://dl.acm.org/doi/pdf/10.1145/3583780.3614806)]**

- `CIKM(2022)`  Disentangled Contrastive Learning for Social Recommendation.  **[GNN, Collaborative Learning]**  **[[PDF](https://arxiv.org/pdf/2208.08723.pdf)]**

- `CIKM(2022)`  A Hyperbolic-to-Hyperbolic User Representation with Multi-aspect for Social Recommendation.  **[GNN, Hyperbolic Space]**  **[[PDF](https://dl.acm.org/doi/pdf/10.1145/3511808.3557532)]**

- `CIKM(2021)`  Social Recommendation with Self-Supervised Metagraph Informax Network.  **[GNN, Self-Supervised Learning]**  **[[PDF](https://arxiv.org/pdf/2110.03958.pdf)]**

- `CIKM(2020)`  Partial Relationship Aware Influence Diffusion via Multi-channel Encoding Scheme for Social Recommendation.  **[GNN]**  **[[PDF](https://dl.acm.org/doi/pdf/10.1145/3340531.3412016)]**

- `CIKM(2019)`  Relation-Aware Graph Convolutional Networks for Agent-Initiated Social E-Commerce Recommendation.  **[GNN]**  **[[PDF](https://dl.acm.org/doi/pdf/10.1145/3357384.3357924)]**

- `CIKM(2019)`  A Modular Adversarial Approach to Social Recommendation.  **[GNN]**  **[[PDF](https://dl.acm.org/doi/pdf/10.1145/3357384.3357898)]**

- `CIKM(2018)`  Adaptive Implicit Friends Identification over Heterogeneous Network for Social Recommendation.  **[GNN, Implicit Friends]**  **[[PDF](https://dl.acm.org/doi/pdf/10.1145/3269206.3271725)]**

- `RecSys(2023)`  CR-SoRec: BERT driven Consistency Regularization for Social Recommendation.  **[GNN, BERT]**  **[[PDF](https://dl.acm.org/doi/pdf/10.1145/3604915.3608844)]**

- `RecSys(2021)`  Auditing the Effect of Social Network Recommendations on Polarization in Geometrical Ideological Spaces.  **[GNN]**  **[[PDF](https://dl.acm.org/doi/pdf/10.1145/3460231.3478851)]**

- `RecSys(2019)`  Deep Social Collaborative Filtering.  **[GNN]**  **[[PDF](https://arxiv.org/pdf/1907.06853.pdf)]**

- `RecSys(2019)`  Tripartite Heterogeneous Graph Propagation for Large-scale Social Recommendation .  **[GNN]**  **[[PDF](https://arxiv.org/pdf/1908.02569.pdf)]**

- `RecSys(2018)`  PsRec: Social Recommendation with Pseudo Rating.  **[MF]**  **[[PDF](https://dl.acm.org/doi/pdf/10.1145/3240323.3240390)]**

- `(WSDM)(2021)`  An Efficient and Effective Framework for Session-based Social Recommendation.  **[GNN]**  **[[PDF](https://dl.acm.org/doi/pdf/10.1145/3437963.3441792)]**

- `(WSDM)(2019)`  Session-Based Social Recommendation Via Dynamic Graph Attention Networks..  **[GNN, Dynamic Interests]**  **[[PDF](https://arxiv.org/pdf/1902.09362.pdf)]**

- `(WSDM)(2019)`  Social Attentional Memory Network: Modeling Aspect- and Friend-Level Differences in Recommendation.  **[ Collaborative Filtering]**  **[[PDF](https://dl.acm.org/doi/pdf/10.1145/3289600.3290982)]**

- `(WWW)(2024)`  Challenging Low Homophily in Social Recommendation.  **[Graph Rewiring, Contrastive Learning;]**  **[[PDF](https://arxiv.org/pdf/2401.14606.pdf)]**

- `(WWW)(2023)`  Robust Preference-Guided Denoising for Graph based Social Recommendation.  **[GNN, Graph Denoising, ]**  **[[PDF](https://arxiv.org/pdf/2303.08346.pdf)]**

- `(WWW)(2022)`  Revisiting Graph Neural Network based Social Recommendation.  **[GNN]**  **[[PDF](https://dl.acm.org/doi/pdf/10.1145/3485447.3512003)]**

- `(WWW)(2021)`  Self-Supervised Multi-Channel Hypergraph Convolutional Network for Social Recommendation.  **[GNN]**  **[[PDF](https://arxiv.org/pdf/2101.06448.pdf)]**

- `(WWW)(2020)`  The Structure of Social Influence in Recommender Networks.  **[Collaborative Filtering]**  **[[PDF](https://dl.acm.org/doi/pdf/10.1145/3366423.3380020)]**

- `(WWW)(2020)`  Few-Shot Learning for New User Recommendation in Location-based Social Networks.  **[Self-Attention]**  **[[PDF](https://dl.acm.org/doi/pdf/10.1145/3366423.3379994)]**

- `(WWW)(2019)`  SamWalker: Social Recommendation with Informative Sampling Strategy.  **[GNN, Implicit Feedback]**  **[[PDF](https://dl.acm.org/doi/pdf/10.1145/3308558.3313582)]**

- `(WWW)(2019)`  Graph Neural Networks for Social Recommendation.  **[GNN]**  **[[PDF](https://arxiv.org/pdf/1902.07243.pdf)]**

- `(WWW)(2019)`  Dual Graph Attention Networks for Deep Latent Representation of Multifaceted Social Effects in Recommender Systems.  **[ Graph Attention Network]**  **[[PDF](https://arxiv.org/pdf/1903.10433.pdf)]**

- `(WWW)(2018)`  Algorithmic Glass Ceiling in Social Networks: The effects of social recommendations on network diversity.  **[Random Walks]**  **[[PDF](https://dl.acm.org/doi/pdf/10.1145/3178876.3186140)]**

- `(ICML)(2023)`  Curriculum Co-disentangled Representation Learning across Multiple Environments for Social Recommendation.  **[GNN]**  **[[PDF](https://dl.acm.org/doi/pdf/10.5555/3618408.3619911)]**

- `(ICML)(2020)`  Optimizing Long-term Social Welfare in Recommender Systems: A Constrained Matching Approach.  **[GNN]**  **[[PDF](https://arxiv.org/pdf/2008.00104.pdf)]**

- `(IJCAI)(2023)`  Denoised Self-Augmented Learning for Social Recommendation.  **[GNN]**  **[[PDF](https://arxiv.org/pdf/2305.12685.pdf)]**

- `(IJCAI)(2019)`  An Ordinal Banzhaf Index for Social Ranking.  **[GNN]**  **[[PDF](https://www.ijcai.org/proceedings/2019/0054.pdf)]**

- `(IJCAI)(2019)`  Deep Adversarial Social Recommendation.  **[Heterogeneous]**  **[[PDF](https://arxiv.org/pdf/1905.13160.pdf)]**

- `(IJCAI)(2019)`  Feature Evolution Based Multi-Task Learning for Collaborative Filtering with Social Trust.  **[Collaborative Filtering, Multi-task Learning]**  **[[PDF](https://www.ijcai.org/proceedings/2019/0538.pdf)]**

- `(IJCAI)(2018)`  Ceteris paribus majority for social ranking.  **[GNN]**  **[[PDF](https://www.ijcai.org/proceedings/2018/0042.pdf)]**