A Comprehensive Survey on Self-Supervised Learning for Recommendation

4 April 2024

Xubin Ren

Wei Wei

Lianghao Xia

Chao Huang

SSL

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Papers citing "A Comprehensive Survey on Self-Supervised Learning for Recommendation"

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Title
OpenGraph: Towards Open Graph Foundation Models Lianghao Xia Ben Kao Chao Huang AI4CE 83 39 0 02 Mar 2024
RecDCL: Dual Contrastive Learning for Recommendation Dan Zhang Yangliao Geng Wenwen Gong Zhongang Qi Zhiyu Chen Xing Tang Ying Shan Yuxiao Dong Jie Tang 44 25 0 28 Jan 2024
GraphPro: Graph Pre-training and Prompt Learning for Recommendation Yuhao Yang Lianghao Xia Da Luo Kangyi Lin Chao Huang AI4CE 78 16 0 28 Nov 2023
Representation Learning with Large Language Models for Recommendation Xubin Ren Wei Wei Lianghao Xia Lixin Su Suqi Cheng Junfeng Wang Dawei Yin Chao Huang 140 167 0 24 Oct 2023
Diffusion Augmentation for Sequential Recommendation Qidong Liu Fan Yan Xiangyu Zhao Zhaochen Du Huifeng Guo Ruiming Tang Feng Tian 51 39 0 22 Sep 2023
SSLRec: A Self-Supervised Learning Framework for Recommendation Xubin Ren Lianghao Xia Yuhao Yang Wei Wei Tianle Wang Xuheng Cai Chao Huang 52 36 0 10 Aug 2023
Knowledge Graph Self-Supervised Rationalization for Recommendation Yuhao Yang Chao Huang Lianghao Xia Chunzhen Huang 58 94 0 06 Jul 2023
Multi-behavior Self-supervised Learning for Recommendation Jingcao Xu Chaokun Wang Cheng Wu Yang Song Kai Zheng Xiaowei Wang Changping Wang Guorui Zhou Kun Gai 48 34 0 22 May 2023
uCTRL: Unbiased Contrastive Representation Learning via Alignment and Uniformity for Collaborative Filtering Jae-woong Lee Seongmin Park Mincheol Yoon Jongwuk Lee 59 7 0 22 May 2023
Recommendation as Instruction Following: A Large Language Model Empowered Recommendation Approach Junjie Zhang Ruobing Xie Yupeng Hou Wayne Xin Zhao Leyu Lin Ji-Rong Wen 73 220 0 11 May 2023
Graph Masked Autoencoder for Sequential Recommendation Yaowen Ye Lianghao Xia Chao Huang 62 42 0 08 May 2023
Causal Disentangled Variational Auto-Encoder for Preference Understanding in Recommendation Siyu Wang Xiaocong Chen Quan.Z Sheng Yihong Zhang Lina Yao CML 37 13 0 17 Apr 2023
Hierarchical and Contrastive Representation Learning for Knowledge-aware Recommendation Bingchao Wu Yang-Yang Kang Daoguang Zan Bei Guan Yongji Wang 81 1 0 15 Apr 2023
Self-Supervised Interest Transfer Network via Prototypical Contrastive Learning for Recommendation Guoqiang Sun Yibin Shen Sijing Zhou Xiang Chen Hongyan Liu Chunming Wu Chenyi Lei Xianhui Wei Fei Fang 42 10 0 28 Feb 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 1.1K 13,100 0 27 Feb 2023
LightGCL: Simple Yet Effective Graph Contrastive Learning for Recommendation Xuheng Cai Chao Huang Lianghao Xia Xubin Ren 46 209 0 16 Feb 2023
Knowledge Enhancement for Contrastive Multi-Behavior Recommendation Hongrui Xuan Yi Liu Bohan Li Hongzhi Yin 49 68 0 13 Jan 2023
Uniform Sequence Better: Time Interval Aware Data Augmentation for Sequential Recommendation Yizhou Dang Enneng Yang G. Guo Linying Jiang Xingwei Wang Xiaoxiao Xu Qinghui Sun Hong Liu AI4TS 39 51 0 16 Dec 2022
DiffuSeq: Sequence to Sequence Text Generation with Diffusion Models Shansan Gong Mukai Li Jiangtao Feng Zhiyong Wu Lingpeng Kong 83 332 0 17 Oct 2022
ContrastVAE: Contrastive Variational AutoEncoder for Sequential Recommendation Yu Wang Hengrui Zhang Zhiwei Liu Liangwei Yang Philip S. Yu DRL 68 48 0 27 Aug 2022
Scenario-Adaptive and Self-Supervised Model for Multi-Scenario Personalized Recommendation Yuanliang Zhang Xiaofeng Wang Jinxin Hu Ke Gao Chenyi Lei Fei Fang 34 18 0 24 Aug 2022
Disentangled Contrastive Learning for Social Recommendation Jiahao Wu Wenqi Fan Jingfan Chen Shengcai Liu Qing Li Jiaheng Zhang 72 68 0 18 Aug 2022
ROLAND: Graph Learning Framework for Dynamic Graphs Jiaxuan You Tianyu Du J. Leskovec AI4CE 49 172 0 15 Aug 2022
Self-Supervised Hypergraph Transformer for Recommender Systems Lianghao Xia Chao Huang Chuxu Zhang 50 113 0 28 Jul 2022
GraphMAE: Self-Supervised Masked Graph Autoencoders Zhenyu Hou Xiao Liu Yukuo Cen Yuxiao Dong Hongxia Yang C. Wang Jie Tang SSL 71 575 0 22 May 2022
Knowledge Graph Contrastive Learning for Recommendation Yuhao Yang Chao Huang Lianghao Xia Chenliang Li 65 333 0 02 May 2022
Multi-view Multi-behavior Contrastive Learning in Recommendation Yiqing Wu Ruobing Xie Yongchun Zhu Xiang Ao Xin Chen Xu-Yao Zhang Fuzhen Zhuang Leyu Lin Qing He 51 78 0 20 Mar 2022
Multi-view Intent Disentangle Graph Networks for Bundle Recommendation Sen Zhao Wei Wei Ding Zou Xian-Ling Mao 41 90 0 23 Feb 2022
Contrastive Meta Learning with Behavior Multiplicity for Recommendation Wei Wei Chao Huang Lianghao Xia Yong-mei Xu Jiashu Zhao Dawei Yin 65 165 0 17 Feb 2022
Improving Graph Collaborative Filtering with Neighborhood-enriched Contrastive Learning Zihan Lin Changxin Tian Yupeng Hou Wayne Xin Zhao 55 429 0 13 Feb 2022
Intent Contrastive Learning for Sequential Recommendation Yong-Guang Chen Zhiwei Liu Jia Li Julian McAuley Caiming Xiong 68 302 0 05 Feb 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 338 15,373 0 20 Dec 2021
Pre-training Graph Neural Network for Cross Domain Recommendation Chen Wang Yueqing Liang Zhiwei Liu Tao Zhang Philip S. Yu 52 46 0 16 Nov 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 424 7,705 0 11 Nov 2021
Latent Structure Mining with Contrastive Modality Fusion for Multimedia Recommendation Jinghao Zhang Yanqiao Zhu Qiang Liu Mengqi Zhang Shu Wu Liang Wang 60 38 0 01 Nov 2021
Knowledge-aware Coupled Graph Neural Network for Social Recommendation Chao Huang Huance Xu Yong-mei Xu Peng Dai Lianghao Xia Mengyin Lu Liefeng Bo Hao Xing Xiaoping Lai Yanfang Ye 52 172 0 08 Oct 2021
Social Recommendation with Self-Supervised Metagraph Informax Network Xiaoling Long Chao Huang Yong-mei Xu Huance Xu Peng Dai Lianghao Xia Liefeng Bo 82 88 0 08 Oct 2021
SimpleX: A Simple and Strong Baseline for Collaborative Filtering Kelong Mao Jieming Zhu Jinpeng Wang Quanyu Dai Zhenhua Dong Xi Xiao Xiuqiang He 58 161 0 26 Sep 2021
Fast Variational AutoEncoder with Inverted Multi-Index for Collaborative Filtering Jin Chen Defu Lian Binbin Jin Xunpeng Huang Kai Zheng Enhong Chen BDL 65 27 0 13 Sep 2021
Double-Scale Self-Supervised Hypergraph Learning for Group Recommendation Junwei Zhang Min Gao Junliang Yu Lei Guo Jundong Li Hongzhi Yin 50 131 0 09 Sep 2021
Contrastive Self-supervised Sequential Recommendation with Robust Augmentation Zhiwei Liu Yong-Guang Chen Jia Li Philip S. Yu Julian McAuley Caiming Xiong 35 168 0 14 Aug 2021
SelfCF: A Simple Framework for Self-supervised Collaborative Filtering Xin Zhou Aixin Sun Yong Liu Jie Zhang Chunyan Miao SSL 55 80 0 07 Jul 2021
Improving Sequential Recommendation Consistency with Self-Supervised Imitation Xu Yuan Hongshen Chen Yonghao Song Xiaofang Zhao Zhuoye Ding Zhen He Bo Long 28 22 0 26 Jun 2021
One4all User Representation for Recommender Systems in E-commerce Kyuyong Shin Hanock Kwak KyungHyun Kim Minkyu Kim Young-Jin Park Jisu Jeong Seungjae Jung 45 28 0 24 May 2021
Self-supervised Learning on Graphs: Contrastive, Generative,or Predictive Lirong Wu Haitao Lin Zhangyang Gao Cheng Tan Stan.Z.Li SSL 59 249 0 16 May 2021
Augmenting Sequential Recommendation with Pseudo-Prior Items via Reversely Pre-training Transformer Zhiwei Liu Ziwei Fan Yu Wang Philip S. Yu 129 148 0 02 May 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 507 4,021 0 18 Apr 2021
Adversarial and Contrastive Variational Autoencoder for Sequential Recommendation Zhe Xie Chengxuan Liu Yichi Zhang Hongtao Lu Dong Wang Yue Ding BDL DRL 56 93 0 19 Mar 2021
Graph Self-Supervised Learning: A Survey Yixin Liu Ming Jin Shirui Pan Chuan Zhou Yu Zheng Feng Xia Philip S. Yu SSL 77 560 0 27 Feb 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 798 29,167 0 26 Feb 2021