Self-supervised Graph Learning for Recommendation

21 October 2020

Xing Xie

Papers citing "Self-supervised Graph Learning for Recommendation"

50 / 225 papers shown

Title
Criteria Tell You More than Ratings: Criteria Preference-Aware Light Graph Convolution for Effective Multi-Criteria Recommendation Jin-Duk Park Siqing Li Xin Cao Won-Yong Shin 17 7 0 30 May 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 23 31 0 22 May 2023
Preference or Intent? Double Disentangled Collaborative Filtering Chao Wang Hengshu Zhu Dazhong Shen Wei Wu Hui Xiong 36 1 0 18 May 2023
Explainable Recommender with Geometric Information Bottleneck Hanqi Yan Lin Gui Menghan Wang Kun Zhang Yulan He 21 2 0 09 May 2023
Disentangled Contrastive Collaborative Filtering Xubin Ren Lianghao Xia Jiashu Zhao Dawei Yin Chao Huang 35 76 0 04 May 2023
GARCIA: Powering Representations of Long-tail Query with Multi-granularity Contrastive Learning Weifan Wang Binbin Hu Zhicheng Peng Mingjie Zhong Qing Cui Zhongyi Liu Guannan Zhang Jun Zhou 21 3 0 25 Apr 2023
Graph Collaborative Signals Denoising and Augmentation for Recommendation Ziwei Fan Ke Xu Zhang Dong Hao Peng Jiawei Zhang Philip S. Yu 40 40 0 06 Apr 2023
Zero-Shot Next-Item Recommendation using Large Pretrained Language Models Lei Wang Ee-Peng Lim LRM 26 54 0 06 Apr 2023
GIF: A General Graph Unlearning Strategy via Influence Function Jiancan Wu Yi Yang Yuchun Qian Yongduo Sui Xiang Wang Xiangnan He MU 38 51 0 06 Apr 2023
Attribute-Consistent Knowledge Graph Representation Learning for Multi-Modal Entity Alignment Qian Li Shu Guo Yang Luo Cheng Ji Lihong Wang Shuaiyi Nie Jianxin Li 29 31 0 04 Apr 2023
Ego-Vehicle Action Recognition based on Semi-Supervised Contrastive Learning Chihiro Noguchi Toshihiro Tanizawa SSL 19 9 0 02 Mar 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 20 10 0 28 Feb 2023
LightGCL: Simple Yet Effective Graph Contrastive Learning for Recommendation Xuheng Cai Chao Huang Lianghao Xia Xubin Ren 29 199 0 16 Feb 2023
Adap- $τ$ : Adaptively Modulating Embedding Magnitude for Recommendation Jiawei Chen Junkang Wu Jiancan Wu Sheng Zhou Xuezhi Cao Xiangnan He 38 30 0 09 Feb 2023
Hybrid Contrastive Constraints for Multi-Scenario Ad Ranking Shanlei Mu Penghui Wei Wayne Xin Zhao Shaoguo Liu Liangji Wang Bo Zheng 33 4 0 06 Feb 2023
Adversarial Learning Data Augmentation for Graph Contrastive Learning in Recommendation Junjie Huang Qi Cao Ruobing Xie Shaoliang Zhang Feng Xia Huawei Shen Xueqi Cheng 24 9 0 05 Feb 2023
A Comparative Analysis of Bias Amplification in Graph Neural Network Approaches for Recommender Systems Nikzad Chizari Niloufar Shoeibi María N. Moreno-García 28 13 0 18 Jan 2023
Knowledge Enhancement for Contrastive Multi-Behavior Recommendation Hongrui Xuan Yi Liu Bohan Li Hongzhi Yin 32 66 0 13 Jan 2023
Data Augmentation on Graphs: A Technical Survey Jiajun Zhou Chenxuan Xie Shengbo Gong Z. Wen Xiangyu Zhao Qi Xuan Xiaoniu Yang AI4TS 34 8 0 20 Dec 2022
Graph Learning and Its Advancements on Large Language Models: A Holistic Survey Shaopeng Wei Yu Zhao Xingyan Chen Qing Li Fuzhen Zhuang Ji Liu Fuji Ren Gang Kou AI4CE 32 5 0 17 Dec 2022
Robust Graph Representation Learning via Predictive Coding Billy Byiringiro Tommaso Salvatori Thomas Lukasiewicz OOD 31 6 0 09 Dec 2022
Directed Acyclic Graph Factorization Machines for CTR Prediction via Knowledge Distillation Zhen Tian Ting Bai Ziyan Zhang Zhiyuan Xu Kangyi Lin Ji-Rong Wen Wayne Xin Zhao 29 18 0 21 Nov 2022
Blurring-Sharpening Process Models for Collaborative Filtering Jeongwhan Choi Seoyoung Hong Noseong Park Sung-Bae Cho 17 40 0 17 Nov 2022
Intent-aware Multi-source Contrastive Alignment for Tag-enhanced Recommendation Haolun Wu Yingxue Zhang Chen Ma Wei Guo Ruiming Tang Xue Liu Mark J. Coates 33 4 0 11 Nov 2022
Ranking-based Group Identification via Factorized Attention on Social Tripartite Graph Mingdai Yang Zhiwei Liu Liangwei Yang Xiao-lin Liu Chen Wang Hao Peng Philip S. Yu 20 11 0 02 Nov 2022
Self-supervised Graph-based Point-of-interest Recommendation Yongqian Li Tong Chen P. Zhang Zi Huang Hongzhi Yin 28 4 0 22 Oct 2022
Efficient Bi-Level Optimization for Recommendation Denoising Zongwei Wang Min Gao Wentao Li Junliang Yu Linxin Guo Hongzhi Yin 24 27 0 19 Oct 2022
Self-supervised Graph Learning for Long-tailed Cognitive Diagnosis Shanshan Wang Zheni Zeng Xun Yang Xingyi Zhang AI4Ed 11 27 0 15 Oct 2022
Graph Soft-Contrastive Learning via Neighborhood Ranking Zhiyuan Ning P. Wang Pengyang Wang Ziyue Qiao Wei Fan Denghui Zhang Yi Du Yuanchun Zhou 23 15 0 28 Sep 2022
SR-GCL: Session-Based Recommendation with Global Context Enhanced Augmentation in Contrastive Learning Eunkyu Oh Taehun Kim Minsoo Kim Yunhu Ji Sushil Khyalia 30 1 0 22 Sep 2022
ContrastVAE: Contrastive Variational AutoEncoder for Sequential Recommendation Yu Wang Hengrui Zhang Zhiwei Liu Liangwei Yang Philip S. Yu DRL 41 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 21 18 0 24 Aug 2022
Disentangled Contrastive Learning for Social Recommendation Jiahao Wu Wenqi Fan Jingfan Chen Shengcai Liu Qing Li Jiaheng Zhang 32 67 0 18 Aug 2022
Self-Supervised Hypergraph Transformer for Recommender Systems Lianghao Xia Chao Huang Chuxu Zhang 32 109 0 28 Jul 2022
SPR:Supervised Personalized Ranking Based on Prior Knowledge for Recommendation Chun Yang Shicai Fan OffRL 19 0 0 07 Jul 2022
Collaboration-Aware Graph Convolutional Network for Recommender Systems Yu-Chiang Frank Wang Yuying Zhao Yi Zhang Tyler Derr GNN 37 61 0 03 Jul 2022
COSTA: Covariance-Preserving Feature Augmentation for Graph Contrastive Learning Yifei Zhang Hao Zhu Zixing Song Piotr Koniusz Iriwn King 44 90 0 09 Jun 2022
Multi-Behavior Sequential Recommendation with Temporal Graph Transformer Lianghao Xia Chao Huang Yong-mei Xu Jiangsen Pei HAI 37 50 0 06 Jun 2022
Enhancing Sequential Recommendation with Graph Contrastive Learning Yixin Zhang Yong-jin Liu Yonghui Xu Hao Xiong Chenyi Lei Weiliang He Li-zhen Cui Chunyan Miao 24 57 0 30 May 2022
Knowledge Graph Contrastive Learning for Recommendation Yuhao Yang Chao Huang Lianghao Xia Chenliang Li 35 323 0 02 May 2022
Poisoning Deep Learning Based Recommender Model in Federated Learning Scenarios Dazhong Rong Qinming He Jianhai Chen FedML 27 41 0 26 Apr 2022
Hypergraph Contrastive Collaborative Filtering Lianghao Xia Chao Huang Yong-mei Xu Jiashu Zhao Dawei Yin J. Huang 38 304 0 26 Apr 2022
Cross Pairwise Ranking for Unbiased Item Recommendation Qi Wan Xiangnan He Xiang Wang Jiancan Wu Wei Guo Ruiming Tang CML 27 36 0 26 Apr 2022
Graph Neural Network based Agent in Google Research Football Yizhan Niu Jinglong Liu Yuhao Shi Jiren Zhu GNN 27 2 0 23 Apr 2022
Learnable Model Augmentation Self-Supervised Learning for Sequential Recommendation Yongjing Hao Pengpeng Zhao Xuefeng Xian Guanfeng Liu Deqing Wang Lei Zhao Yanchi Liu Victor S. Sheng AI4TS LRM SSL 17 2 0 21 Apr 2022
GUARD: Graph Universal Adversarial Defense Jintang Li Jie Liao Ruofan Wu Liang Chen Zibin Zheng Jiawang Dan Changhua Meng Weiqiang Wang AAML 23 8 0 20 Apr 2022
Rumor Detection with Self-supervised Learning on Texts and Social Graph Yuan Gao Xiang Wang Xiangnan He Huamin Feng Yongdong Zhang SSL 26 45 0 19 Apr 2022
A Multi-Metric Latent Factor Model for Analyzing High-Dimensional and Sparse data Di Wu Peng Zhang Yi He Xin Luo 8 1 0 16 Apr 2022
IA-GCN: Interactive Graph Convolutional Network for Recommendation Yinan Zhang Pei Wang Congcong Liu Xiwei Zhao Hao Qi Jie He Junsheng Jin Changping Peng Zhangang Lin Jingping Shao GNN 35 6 0 08 Apr 2022
MGDCF: Distance Learning via Markov Graph Diffusion for Neural Collaborative Filtering Jun Hu Bryan Hooi Shengsheng Qian Quan Fang Changsheng Xu 23 25 0 05 Apr 2022