Self-supervised Graph Learning for Recommendation

21 October 2020

Xing Xie

Papers citing "Self-supervised Graph Learning for Recommendation"

50 / 225 papers shown

Title
Modeling Balanced Explicit and Implicit Relations with Contrastive Learning for Knowledge Concept Recommendation in MOOCs Hengnian Gu Zhiyi Duan Pan Xie Dongdai Zhou AI4Ed 27 1 0 13 Feb 2024
UGMAE: A Unified Framework for Graph Masked Autoencoders Yijun Tian Chuxu Zhang Ziyi Kou Zheyuan Liu Xiangliang Zhang Nitesh V. Chawla 31 1 0 12 Feb 2024
Prototypical Contrastive Learning through Alignment and Uniformity for Recommendation Yangxun Ou Lei Chen Fenglin Pan Yupeng Wu 27 1 0 03 Feb 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 37 24 0 28 Jan 2024
EfficientRec an unlimited user-item scale recommendation system based on clustering and users interaction embedding profile Vu Hong Quan Le Hoang Ngan Le Minh Duc Nguyen Tran Ngoc Linh Hoang-Quynh Le 16 0 0 18 Jan 2024
QoS-Aware Graph Contrastive Learning for Web Service Recommendation Jeongwhan Choi Duksan Ryu 25 2 0 06 Jan 2024
RDGCL: Reaction-Diffusion Graph Contrastive Learning for Recommendation Jeongwhan Choi Hyowon Wi C. Lee Sung-Bae Cho Dongha Lee Noseong Park DiffM 44 2 0 27 Dec 2023
BSL: Understanding and Improving Softmax Loss for Recommendation Junkang Wu Jiawei Chen Jiancan Wu Wentao Shi Jizhi Zhang Xiang Wang 16 5 0 20 Dec 2023
Revisiting Recommendation Loss Functions through Contrastive Learning (Technical Report) Dong Li Ruoming Jin Bin Ren 33 4 0 13 Dec 2023
(Debiased) Contrastive Learning Loss for Recommendation (Technical Report) Ruoming Jin Dong Li 34 0 0 13 Dec 2023
Rethinking and Simplifying Bootstrapped Graph Latents Wangbin Sun Jintang Li Liang Chen Bingzhe Wu Yatao Bian Zibin Zheng 37 11 0 05 Dec 2023
Unveiling Vulnerabilities of Contrastive Recommender Systems to Poisoning Attacks Zongwei Wang Junliang Yu Min Gao Hongzhi Yin Bin Cui S. Sadiq AAML 34 7 0 30 Nov 2023
Graph Prompt Learning: A Comprehensive Survey and Beyond Xiangguo Sun Jiawen Zhang Xixi Wu Hong Cheng Yun Xiong Jia Li 37 52 0 28 Nov 2023
A Social-aware Gaussian Pre-trained Model for Effective Cold-start Recommendation Siwei Liu Xi Wang Craig Macdonald I. Ounis 33 8 0 27 Nov 2023
ID Embedding as Subtle Features of Content and Structure for Multimodal Recommendation Yuting Liu Enneng Yang Yizhou Dang Guibing Guo Qiang Liu Yuliang Liang Linying Jiang Xingwei Wang 31 9 0 10 Nov 2023
Contrastive Multi-Level Graph Neural Networks for Session-based Recommendation F. Wang Xingyu Gao Zhenyu Chen Lei Lyu 21 12 0 06 Nov 2023
APGL4SR: A Generic Framework with Adaptive and Personalized Global Collaborative Information in Sequential Recommendation Mingjia Yin Hao Wang Xiang Xu Likang Wu Sirui Zhao Wei Guo Yong Liu Ruiming Tang Defu Lian Enhong Chen LMTD AI4TS HAI 49 25 0 06 Nov 2023
LightSAGE: Graph Neural Networks for Large Scale Item Retrieval in Shopee's Advertisement Recommendation Dang Minh Nguyen Chenfei Wang Yan Shen Yifan Zeng GNN 10 6 0 30 Oct 2023
Embedding in Recommender Systems: A Survey Xiangyu Zhao Maolin Wang Xinjian Zhao Jiansheng Li Shucheng Zhou Dawei Yin Qing Li Jiliang Tang Ruocheng Guo AI4TS 38 10 0 28 Oct 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 47 156 0 24 Oct 2023
Topology-aware Debiased Self-supervised Graph Learning for Recommendation Leiqian Han Hui Yan Zhicheng Qiao 21 1 0 24 Oct 2023
Unified Pretraining for Recommendation via Task Hypergraphs Mingdai Yang Zhiwei Liu Liangwei Yang Xiao-lin Liu Chen Wang Hao Peng Philip S. Yu 25 12 0 20 Oct 2023
Robust Collaborative Filtering to Popularity Distribution Shift An Zhang Wenchang Ma Jingnan Zheng Xiang Wang Tat-Seng Chua 29 20 0 16 Oct 2023
Cold-start Bundle Recommendation via Popularity-based Coalescence and Curriculum Heating Hyunsik Jeon Jong-eun Lee Jeongin Yun U. Kang 19 8 0 05 Oct 2023
TDCGL: Two-Level Debiased Contrastive Graph Learning for Recommendation Yubo Gao Haotian Wu 16 0 0 01 Oct 2023
A Model-Agnostic Graph Neural Network for Integrating Local and Global Information Wenzhuo Zhou Annie Qu Keiland W Cooper Norbert Fortin Babak Shahbaba 42 1 0 23 Sep 2023
On the Sweet Spot of Contrastive Views for Knowledge-enhanced Recommendation Haibo Ye Xinjie Li Yuan Yao Hanghang Tong 43 0 0 23 Sep 2023
Long-tail Augmented Graph Contrastive Learning for Recommendation Qian Zhao Zhengwei Wu Qing Cui Jun Zhou 18 3 0 20 Sep 2023
Impression-Informed Multi-Behavior Recommender System: A Hierarchical Graph Attention Approach Dong Li Divya Bhargavi V. Ravipati 25 5 0 06 Sep 2023
IDVT: Interest-aware Denoising and View-guided Tuning for Social Recommendation Dezhao Yang Jianghong Ma Shanshan Feng Haijun Zhang Zhao Zhang 23 0 0 30 Aug 2023
TransGNN: Harnessing the Collaborative Power of Transformers and Graph Neural Networks for Recommender Systems Peiyan Zhang Yuchen Yan Xi Zhang Chaozhuo Li Senzhang Wang Feiran Huang Sunghun Kim 36 15 0 28 Aug 2023
Test Time Embedding Normalization for Popularity Bias Mitigation Dain Kim Jinhyeok Park Dongwoo Kim 6 7 0 22 Aug 2023
How Expressive are Graph Neural Networks in Recommendation? Xuheng Cai Lianghao Xia Xubin Ren Chao Huang 45 6 0 22 Aug 2023
Decentralized Graph Neural Network for Privacy-Preserving Recommendation Xiaolin Zheng Zhongyu Wang Chaochao Chen Jiashu Qian Yao Yang FedML 41 8 0 15 Aug 2023
Toward a Better Understanding of Loss Functions for Collaborative Filtering Seongmin Park Mincheol Yoon Jae-woong Lee Hogun Park Jongwuk Lee 34 14 0 11 Aug 2023
SSLRec: A Self-Supervised Learning Framework for Recommendation Xubin Ren Lianghao Xia Yuhao Yang Wei Wei Tianle Wang Xuheng Cai Chao Huang 36 33 0 10 Aug 2023
Bootstrapping Contrastive Learning Enhanced Music Cold-Start Matching Xinping Zhao Y. Zhang Qiang Xiao Yuming Ren Yingchun Yang 30 4 0 05 Aug 2023
Graph Contrastive Learning with Generative Adversarial Network Cheng Wu Chao-Hong Wang Jingcao Xu Ziyang Liu Kai Zheng Xiaowei Wang Yang Song Kun Gai GAN 23 21 0 01 Aug 2023
Challenging the Myth of Graph Collaborative Filtering: a Reasoned and Reproducibility-driven Analysis Vito Walter Anelli Daniele Malitesta Claudio Pomo Alejandro Bellogín Tommaso Di Noia E. Sciascio 24 10 0 01 Aug 2023
Sharpness-Aware Graph Collaborative Filtering Huiyuan Chen Chin-Chia Michael Yeh Yujie Fan Yan Zheng Junpeng Wang Vivian Lai Mahashweta Das Hao Yang 36 5 0 18 Jul 2023
Efficient and Joint Hyperparameter and Architecture Search for Collaborative Filtering Yan-Dong Wen Chen Gao Lingling Yi Liwei Qiu Yaqing Wang Yong Li 35 6 0 12 Jul 2023
Contrastive Learning for Conversion Rate Prediction W. Ouyang Rui Dong Xiuwu Zhang Chao Guo Jinmei Luo Xiangzheng Liu Yanlong Du 16 0 0 12 Jul 2023
Knowledge Graph Self-Supervised Rationalization for Recommendation Yuhao Yang Chao Huang Lianghao Xia Chunzhen Huang 30 88 0 06 Jul 2023
Dimension Independent Mixup for Hard Negative Sample in Collaborative Filtering Xi Wu Liangwei Yang Jibing Gong Chao Zhou Tianyu Lin Xiao-lin Liu Philip S. Yu 13 6 0 28 Jun 2023
Multi-task Item-attribute Graph Pre-training for Strict Cold-start Item Recommendation Yuwei Cao Liangwei Yang Chen Wang Zhiwei Liu Hao Peng Chenyu You Philip S. Yu 23 21 0 26 Jun 2023
Recent Developments in Recommender Systems: A Survey Yang Li Kangbo Liu Ranjan Satapathy Suhang Wang Erik Cambria OffRL 73 31 0 22 Jun 2023
COURIER: Contrastive User Intention Reconstruction for Large-Scale Visual Recommendation Jia-Qi Yang Chen Dai OU Dan Dongshuai Li Ju Huang De-Chuan Zhan Xiaoyi Zeng Yang Yang 23 1 0 08 Jun 2023
XInsight: Revealing Model Insights for GNNs with Flow-based Explanations Eli J. Laird Ayesh Madushanka E. Kraka Corey Clark 27 1 0 07 Jun 2023
On Manipulating Signals of User-Item Graph: A Jacobi Polynomial-based Graph Collaborative Filtering Jiayan Guo Lun Du Xu Chen Xiaojun Ma Qiang Fu Shi Han Dongmei Zhang Yan Zhang 25 19 0 06 Jun 2023
There is more to graphs than meets the eye: Learning universal features with self-supervision L. Das Sai Munikoti M. Halappanavar SSL OOD 33 1 0 31 May 2023