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Self-supervised Graph Learning for Recommendation

Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2020

21 October 2020

Xing Xie

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Papers citing "Self-supervised Graph Learning for Recommendation"

50 / 281 papers shown

Title
Democratic Recommendation with User and Item Representatives Produced by Graph Condensation Jiahao Liang Haoran Yang Xiangyu Zhao Zhiwen Yu Guandong Xu Wanyu Wang Kaixiang Yang 28 0 0 23 Nov 2025
PersonalizedRouter: Personalized LLM Routing via Graph-based User Preference Modeling Zhongjie Dai Tao Feng Jiaxuan You 41 0 0 21 Nov 2025
Mitigating Recommendation Biases via Group-Alignment and Global-Uniformity in Representation LearningACM Transactions on Intelligent Systems and Technology (ACM TIST), 2024 Miaomiao Cai Min Hou Lei Chen Le Wu Haoyue Bai Yong Li Meng Wang 29 19 0 17 Nov 2025
Task-Aware Retrieval Augmentation for Dynamic Recommendation Zhen Tao Xinke Jiang Qingshuai Feng Haoyu Zhang Lun Du Yuchen Fang Hao Miao Bangquan Xie Qingqiang Sun 61 0 0 16 Nov 2025
Continuous-time Discrete-space Diffusion Model for Recommendation Chengyi Liu Xiao Chen Shijie Wang Wenqi Fan Qing Li 32 1 0 15 Nov 2025
Fine-Tuning Diffusion-Based Recommender Systems via Reinforcement Learning with Reward Function Optimization Yu Hou Hua Li H. Kim Won-Yong Shin 104 0 0 10 Nov 2025
Hard vs. Noise: Resolving Hard-Noisy Sample Confusion in Recommender Systems via Large Language Models Tianrui Song Wen-Shuo Chao Hao Liu 194 0 0 10 Nov 2025
Denoised Recommendation Model with Collaborative Signal Decoupling Zefeng Li Ning Yang 45 0 0 06 Nov 2025
Rethinking LLM Human Simulation: When a Graph is What You Need Joseph Suh Suhong Moon Serina Chang AI4CE 89 0 0 03 Nov 2025
Structurally Refined Graph Transformer for Multimodal Recommendation Ke Shi Yan Zhang Miao Zhang Lifan Chen Jiali Yi Kui Xiao Xiaoju Hou Zhifei Li OffRL 88 0 0 01 Nov 2025
Simple and Behavior-Driven Augmentation for Recommendation with Rich Collaborative Signals Doyun Choi Cheonwoo Lee Jaemin Yoo 107 0 0 01 Nov 2025
MiniOneRec: An Open-Source Framework for Scaling Generative Recommendation Xiaoyu Kong Leheng Sheng Junfei Tan Yuxin Chen Jiancan Wu An Zhang Xiang Wang Xiangnan He 77 0 0 28 Oct 2025
Unifying Inductive, Cross-Domain, and Multimodal Learning for Robust and Generalizable Recommendation Chanyoung Chung Kyeongryul Lee Sunbin Park Joyce Jiyoung Whang HAI 52 0 0 21 Oct 2025
Post-hoc Popularity Bias Correction in GNN-based Collaborative Filtering Md Aminul Islam Elena Zheleva Ren Wang 64 0 0 14 Oct 2025
Reinforced Preference Optimization for Recommendation Junfei Tan Yuxin Chen An Zhang Junguang Jiang Yinan Han Ziru Xu Han Zhu Jian Xu Bo Zheng Xiang-Bin Wang OffRL 162 1 0 14 Oct 2025
Multi-Granularity Sequence Denoising with Weakly Supervised Signal for Sequential Recommendation Liang Li Zhou Yang Xiaofei Zhu NoLa HAI AI4TS 126 0 0 12 Oct 2025
Lighter-X: An Efficient and Plug-and-play Strategy for Graph-based Recommendation through Decoupled PropagationProceedings of the VLDB Endowment (PVLDB), 2025 Yanping Zheng Zhewei Wei Frank de Hoog Xu Chen Hongteng Xu Yuhang Ye Jiadeng Huang 109 0 0 11 Oct 2025
Generative Data Augmentation in Graph Contrastive Learning for Recommendation Yansong Wang Qihui Lin Junjie Huang Tao Jia 54 0 0 10 Oct 2025
Bridging Collaborative Filtering and Large Language Models with Dynamic Alignment, Multimodal Fusion and Evidence-grounded Explanations Bo Ma LuYao Liu Simon Lau Chandler Yuan and XueY Cui Rosie Zhang 56 0 0 02 Oct 2025
Fading to Grow: Growing Preference Ratios via Preference Fading Discrete Diffusion for Recommendation Guoqing Hu An Liu Wenyu Mao Jiancan Wu Xun Yang Xiang Li Lantao Hu Han Li Kun Gai Xiang-Bin Wang 104 0 0 30 Sep 2025
Understanding Embedding Scaling in Collaborative Filtering Zhuangzhuang He Zhou Kaiyu Haoyue Bai Fengbin Zhu Yonghui Yang 109 0 0 19 Sep 2025
SPARK: Adaptive Low-Rank Knowledge Graph Modeling in Hybrid Geometric Spaces for Recommendation Binhao Wang Yutian Xiao Xinjian Zhao Zhiqi Li Tianshuo Wei Ruocheng Guo Xiangyu Zhao 112 0 0 14 Sep 2025
Federated Recommender System with Data Valuation for E-commerce PlatformExpert systems with applications (ESWA), 2025 Jongwon Park Minku Kang Wooseok Sim Soyoung Lee Hogun Park FedML 136 1 0 14 Sep 2025
Hybrid Matrix Factorization Based Graph Contrastive Learning for Recommendation System Hao Chen Wenming Ma Zihao Chu Mingqi Li 74 0 0 05 Sep 2025
The Hidden Cost of Defaults in Recommender System EvaluationACM Conference on Recommender Systems (RecSys), 2025 Hannah Berlin Robin Svahn Alan Said OffRL 60 0 0 28 Aug 2025
Who Is Lagging Behind: Profiling Student Behaviors with Graph-Level Encoding in Curriculum-Based Online Learning Systems Qian Xiao Conn Breathnach Ioana Ghergulescu Conor O'Sullivan Keith Johnston Vincent Wade AI4Ed 144 0 0 26 Aug 2025
Mirroring Users: Towards Building Preference-aligned User Simulator with User Feedback in Recommendation Tianjun Wei Huizhong Guo Yingpeng Du Zhu Sun Chen Huang Dongxia Wang Jie Zhang ALM 60 0 0 25 Aug 2025
A Node-Aware Dynamic Quantization Approach for Graph Collaborative Filtering Lin Li Chunyang Li Yu Yin Xiaohui Tao Jianwei Zhang GNN 96 0 0 22 Aug 2025
Refining Contrastive Learning and Homography Relations for Multi-Modal Recommendation Shouxing Ma Yawen Zeng Shiqing Wu Guandong Xu 72 0 0 19 Aug 2025
LLM-Enhanced Linear Autoencoders for Recommendation Jaewan Moon Seongmin Park Jongwuk Lee 104 0 0 19 Aug 2025
Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation M. Y. Wang Yunhang He Cong Xu Zhangchi Zhu Wei-Qiang Zhang VLM 67 0 0 14 Aug 2025
On Negative-aware Preference Optimization for Recommendation Chenlu Ding Daoxuan Liu Jiancan Wu Xingyu Hu Junkang Wu Haitao Wang Yongkang Wang Xingxing Wang Xiang Wang 68 0 0 13 Aug 2025
SPARC: Soft Probabilistic Adaptive multi-interest Retrieval Model via Codebooks for recommender system Jialiang Shi Yaguang Dou Tian Qi 153 0 0 12 Aug 2025
Benefit from Rich: Tackling Search Interaction Sparsity in Search Enhanced Recommendation Teng Shi Weijie Yu Xiao Zhang Ming He Jianping Fan Jun Xu 78 1 0 06 Aug 2025
VoteGCL: Enhancing Graph-based Recommendations with Majority-Voting LLM-Rerank Augmentation Minh-Anh Nguyen Bao Nguyen Ha Lan N.T. Tuan-Anh Hoang Duc-Trong Le Dung D. Le 163 0 0 29 Jul 2025
Multi-modal Relational Item Representation Learning for Inferring Substitutable and Complementary Items Junting Wang Chenghuan Guo Jiyan Yang Yanhui Guo Yan Gao Hari Sundaram 90 0 0 29 Jul 2025
Beyond Interactions: Node-Level Graph Generation for Knowledge-Free Augmentation in Recommender Systems Zhaoyan Wang Hyunjun Ahn In-Young Ko 68 0 0 28 Jul 2025
PBiLoss: Popularity-Aware Regularization to Improve Fairness in Graph-Based Recommender Systems Mohammad Naeimi Mostafa Haghir Chehreghani 186 0 0 25 Jul 2025
User Invariant Preference Learning for Multi-Behavior Recommendation Mingshi Yan Zhiyong Cheng Fan Liu Yingda Lyu Yahong Han 61 0 0 20 Jul 2025
A Simple Contrastive Framework Of Item Tokenization For Generative Recommendation Penglong Zhai Yifang Yuan Fanyi Di Jie Li Y. Liu Chen Li Jie Huang S. Wang Yao Xu X. Li 155 1 0 20 Jun 2025
Advancing Loss Functions in Recommender Systems: A Comparative Study with a Rényi Divergence-Based SolutionAAAI Conference on Artificial Intelligence (AAAI), 2025 Shengjia Zhang Jiawei Chen Changdong Li Sheng Zhou Qihao Shi Yan Feng Chun-Yen Chen C. Wang 157 1 0 18 Jun 2025
Collaborative Interest-aware Graph Learning for Group Identification Rui Zhao Beihong Jin Beibei Li Yiyuan Zheng 93 0 0 13 Jun 2025
Contrastive Matrix Completion with Denoising and Augmented Graph Views for Robust Recommendation Narges Nemati Mostafa Haghir Chehreghani 264 0 0 12 Jun 2025
Graph Contrastive Learning for Optimizing Sparse Data in Recommender Systems with LightGCL Aravinda Jatavallabha Prabhanjan Bharadwaj Ashish Chander 78 0 0 28 May 2025
Pre-training for Recommendation UnlearningAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025 Guoxuan Chen Lianghao Xia Chao Huang MU OnRL 197 1 0 28 May 2025
Lightweight Embeddings with Graph Rewiring for Collaborative Filtering Xurong Liang Tong Chen Wei Yuan Hongzhi Yin 126 0 0 25 May 2025
Hyperbolic Contrastive Learning with Model-augmentation for Knowledge-aware Recommendation Shengyin Sun Chen Ma 326 7 0 13 May 2025
Graph Spectral Filtering with Chebyshev Interpolation for RecommendationAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025 Chanwoo Kim Jinkyu Sung Yebonn Han Joonseok Lee GNN 265 5 0 01 May 2025
Algorithm Performance Spaces for Strategic Dataset Selection Steffen Schulz 176 0 0 29 Apr 2025
AlphaFuse: Learn ID Embeddings for Sequential Recommendation in Null Space of Language EmbeddingsAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025 Guoqing Hu An Zhang Shuo Liu Zhibo Cai Xun Yang Xiang Wang 267 4 0 27 Apr 2025