| Model | Conference | Paper |
|---|---|---|
| LightGCN | SIGIR'20 | LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation |
| SGL | SIGIR'21 | Self-supervised Graph Learning for Recommendation |
| HCCF | SIGIR'22 | Hypergraph Contrastive Collaborative Filtering |
| SimGCL | SIGIR'22 | Are Graph Augmentations Necessary? Simple Graph Contrastive Learning for Recommendation |
| NCL | WWW'22 | Improving Graph Collaborative Filtering with Neighborhood-enriched Contrastive Learning |
| DirectAU | KDD'22 | Towards Representation Alignment and Uniformity in Collaborative Filtering |
| LightGCL | ICLR'22 | LightGCL: Simple yet Effective Graph Contrastive Learning for Recommendation |
| AutoCF | WWW'23 | Automated Self-Supervised Learning for Recommendation |
| DCCF | SIGIR'23 | Disentangled Contrastive Collaborative Filtering |
| GFormer | SIGIR'23 | Graph Transformer for Recommendation |
| AdaGCL | KDD'23 | Adaptive Graph Contrastive Learning for Recommendation |
| Model | Conference | Paper |
|---|---|---|
| BERT4Rec | CIKM'19 | BERT4Rec: Sequential recommendation with bidirectional encoder representations from transformer |
| CL4SRec | ICDE'22 | Contrastive learning for sequential recommendation |
| DuoRec | WSDM'22 | Contrastive learning for representation degeneration problem in sequential recommendation |
| ICLRec | WWW'22 | Intent contrastive learning for sequential recommendation |
| DCRec | WWW'23 | Debiased Contrastive Learning for Sequential Recommendation |
| MAERec | SIGIR'23 | Graph Masked Autoencoder for Sequential Recommendation |
| Model | Conference | Paper |
|---|---|---|
| MHCN | WWW'21 | Self-Supervised Multi-Channel Hypergraph Convolutional Network for Social Recommendation |
| KCGN | AAAI'21 | Knowledge-aware Coupled Graph Neural Network for Social Recommendation |
| SMIN | CIKM'21 | Social Recommendation with Self-Supervised Metagraph Informax Network |
| DSL | IJCAI'23 | Denoised Self-Augmented Learning for Social Recommendation |
| Model | Conference | Paper |
|---|---|---|
| KGIN | WWW'22 | Learning Intents behind Interactions with Knowledge Graph for Recommendation |
| KGCL | SIGIR'22 | Knowledge Graph Contrastive Learning for Recommendation |
| KGRec | KDD'23 | Knowledge Graph Self-Supervised Rationalization for Recommendation |
| DiffKG | WSDM'24 | DiffKG: Knowledge Graph Diffusion Model for Recommendation |
| Model | Conference | Paper |
|---|---|---|
| MBGMN | SIGIR'21 | Graph meta network for multi-behavior recommendation |
| HMG-CR | ICDM'21 | Hyper Meta-Path Contrastive Learning for Multi-Behavior Recommendation |
| S-MBRec | IJCAI'22 | Self-supervised Graph Neural Networks for Multi-behavior Recommendation |
| CML | WSDM'22 | Contrastive Meta Learning with Behavior Multiplicity for Recommendation |
| KMCLR | WSDM'23 | Knowledge Enhancement for Contrastive Multi-Behavior Recommendation |