S^3-Rec: Self-Supervised Learning for Sequential Recommendation with Mutual Information Maximization

18 August 2020

Papers citing "S^3-Rec: Self-Supervised Learning for Sequential Recommendation with Mutual Information Maximization"

50 / 245 papers shown

Title
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 81 225 0 11 May 2023
How to Index Item IDs for Recommendation Foundation Models Wenyue Hua Shuyuan Xu Yingqiang Ge Yongfeng Zhang 67 114 0 11 May 2023
Recommender Systems with Generative Retrieval Shashank Rajput Nikhil Mehta Anima Singh Raghunandan H. Keshavan T. Vu ... Vinh Q. Tran Jonah Samost Maciej Kula Ed H. Chi M. Sathiamoorthy RALM 3DV 74 89 0 08 May 2023
Disentangled Contrastive Collaborative Filtering Xubin Ren Lianghao Xia Jiashu Zhao Dawei Yin Chao Huang 69 79 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 38 3 0 25 Apr 2023
Conditional Denoising Diffusion for Sequential Recommendation Yu Wang Zhiwei Liu Liangwei Yang Philip S. Yu DiffM 55 25 0 22 Apr 2023
Sequential Recommendation with Probabilistic Logical Reasoning Huanhuan Yuan Pengpeng Zhao Xuefeng Xian Guanfeng Liu Victor S. Sheng Lei Zhao NAI 48 5 0 22 Apr 2023
Causal Decision Transformer for Recommender Systems via Offline Reinforcement Learning Siyu Wang Xiaocong Chen Dietmar Jannach Lina Yao CML OffRL 100 28 0 17 Apr 2023
Deep Stable Multi-Interest Learning for Out-of-distribution Sequential Recommendation Qiang Liu Zhaocheng Liu Zhen Zhu Shu Wu Liang Wang OOD OODD 111 3 0 12 Apr 2023
GPT4Rec: A Generative Framework for Personalized Recommendation and User Interests Interpretation Jinming Li Wentao Zhang Tiantian Wang Guanglei Xiong Alan Lu Gérard Medioni RALM 67 104 0 08 Apr 2023
Zero-Shot Next-Item Recommendation using Large Pretrained Language Models Lei Wang Ee-Peng Lim LRM 55 57 0 06 Apr 2023
AutoMLP: Automated MLP for Sequential Recommendations Muyang Li Zijian Zhang Xiangyu Zhao Wanyu Wang Minghao Zhao Runze Wu Ruocheng Guo AI4TS 49 46 0 11 Mar 2023
GUESR: A Global Unsupervised Data-Enhancement with Bucket-Cluster Sampling for Sequential Recommendation Yongqiang Han Likang Wu Hao Wang Guifeng Wang Mengdi Zhang Zhi Li Defu Lian Enhong Chen 68 26 0 01 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 56 11 0 28 Feb 2023
A Survey on User Behavior Modeling in Recommender Systems Zhicheng He Weiwen Liu Wei Guo Jiarui Qin Yingxue Zhang Yaochen Hu Ruiming Tang 99 32 0 22 Feb 2023
Hybrid Contrastive Constraints for Multi-Scenario Ad Ranking Shanlei Mu Penghui Wei Wayne Xin Zhao Shaoguo Liu Liangji Wang Bo Zheng 62 4 0 06 Feb 2023
Mutual Wasserstein Discrepancy Minimization for Sequential Recommendation Ziwei Fan Zhiwei Liu Hao Peng Philip S Yu 76 16 0 28 Jan 2023
Knowledge Enhancement for Contrastive Multi-Behavior Recommendation Hongrui Xuan Yi Liu Bohan Li Hongzhi Yin 67 69 0 13 Jan 2023
Improving Sequential Recommendation Models with an Enhanced Loss Function Fan Li Shenbao Yu Feng Zeng Fang Yang 101 1 0 03 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 57 52 0 16 Dec 2022
Tensor-based Sequential Learning via Hankel Matrix Representation for Next Item Recommendations Evgeny Frolov Ivan Oseledets 54 6 0 12 Dec 2022
Intent-aware Multi-source Contrastive Alignment for Tag-enhanced Recommendation Haolun Wu Yingxue Zhang Chen Ma Wei Guo Ruiming Tang Xue Liu Mark Coates 46 4 0 11 Nov 2022
Towards Out-of-Distribution Sequential Event Prediction: A Causal Treatment Chenxiao Yang Qitian Wu Qingsong Wen Zhiqiang Zhou Liang Sun Junchi Yan OODD OOD 76 22 0 24 Oct 2022
Self-supervised Graph-based Point-of-interest Recommendation Yongqian Li Tong Chen P. Zhang Zi Huang Hongzhi Yin 40 4 0 22 Oct 2022
Learning Vector-Quantized Item Representation for Transferable Sequential Recommenders Yupeng Hou Zhankui He Julian McAuley Wayne Xin Zhao 98 136 0 22 Oct 2022
Hierarchical Multi-Interest Co-Network For Coarse-Grained Ranking Xu Yuan Chengjun Xu Qiwei Chen Tao Zhuang Hongjie Chen Chong Li Junfeng Ge AI4TS 58 0 0 19 Oct 2022
Multi-Modal Recommendation System with Auxiliary Information Mufhumudzi Muthivhi Terence L van Zyl Hairong Wang 25 2 0 13 Oct 2022
ContrastVAE: Contrastive Variational AutoEncoder for Sequential Recommendation Yu Wang Hengrui Zhang Zhiwei Liu Liangwei Yang Philip S. Yu DRL 84 49 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 41 18 0 24 Aug 2022
KEEP: An Industrial Pre-Training Framework for Online Recommendation via Knowledge Extraction and Plugging Yujing Zhang Zhangming Chan Shuhao Xu Weijie Bian Shuguang Han Hongbo Deng Bo Zheng 78 22 0 22 Aug 2022
CASE: Aligning Coarse-to-Fine Cognition and Affection for Empathetic Response Generation Jinfeng Zhou Chujie Zheng Bo Wang Zheng Zhang Minlie Huang 73 31 0 18 Aug 2022
Generating Negative Samples for Sequential Recommendation Yong-Guang Chen Jia Li Zhiwei Liu N. Keskar Haiquan Wang Julian McAuley Caiming Xiong 57 4 0 07 Aug 2022
ReFRS: Resource-efficient Federated Recommender System for Dynamic and Diversified User Preferences Mubashir Imran Hongzhi Yin Tong Chen Nguyen Quoc Viet Hung Alexander Zhou Kai Zheng 64 71 0 28 Jul 2022
A Systematic Review and Replicability Study of BERT4Rec for Sequential Recommendation Aleksandr V. Petrov Craig Macdonald 72 47 0 15 Jul 2022
Improving Multi-Interest Network with Stable Learning Zhaocheng Liu Yingtao Luo Di Zeng Qiang Liu Daqing Chang Dongying Kong Zhi Chen HAI 107 1 0 14 Jul 2022
Effective and Efficient Training for Sequential Recommendation using Recency Sampling Aleksandr V. Petrov Craig Macdonald 59 28 0 06 Jul 2022
Recommender Transformers with Behavior Pathways Zhiyu Yao Xinyang Chen Sinan Wang Qinyan Dai Yumeng Li Tanchao Zhu Mingsheng Long 80 4 0 13 Jun 2022
Towards Universal Sequence Representation Learning for Recommender Systems Yupeng Hou Shanlei Mu Wayne Xin Zhao Yaliang Li Bolin Ding Ji-Rong Wen AI4TS 86 208 0 13 Jun 2022
Multi-Behavior Sequential Recommendation with Temporal Graph Transformer Lianghao Xia Chao Huang Yong-mei Xu Jiangsen Pei HAI 100 53 0 06 Jun 2022
Enhancing Sequential Recommendation with Graph Contrastive Learning Yixin Zhang Yong Liu Yonghui Xu Hao Xiong Chenyi Lei Weiliang He Li-zhen Cui Chunyan Miao 73 59 0 30 May 2022
CORE: Simple and Effective Session-based Recommendation within Consistent Representation Space Yupeng Hou Binbin Hu Qing Cui Wayne Xin Zhao 80 100 0 23 Apr 2022
Decoupled Side Information Fusion for Sequential Recommendation Yueqi Xie Peilin Zhou Sunghun Kim 85 113 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 54 2 0 21 Apr 2022
FedCL: Federated Contrastive Learning for Privacy-Preserving Recommendation Chuhan Wu Fangzhao Wu Tao Qi Yongfeng Huang Xing Xie FedML 74 16 0 21 Apr 2022
A Survey on Dropout Methods and Experimental Verification in Recommendation Yongqian Li Weizhi Ma C. L. Philip Chen Hao Fei Yiqun Liu Shaoping Ma Yue Yang 79 11 0 05 Apr 2022
ELECRec: Training Sequential Recommenders as Discriminators Yong-Guang Chen Jia Li Caiming Xiong 58 16 0 05 Apr 2022
CARCA: Context and Attribute-Aware Next-Item Recommendation via Cross-Attention Ahmed Rashed Shereen Elsayed Lars Schmidt-Thieme 36 64 0 04 Apr 2022
Decentralized Collaborative Learning Framework for Next POI Recommendation Jing Long Tong Chen Nguyen Quoc Viet Hung Hongzhi Yin 88 63 0 30 Mar 2022
Improving Contrastive Learning with Model Augmentation Zhiwei Liu Yong-Guang Chen Jia Li Man Luo Philip S. Yu Caiming Xiong 40 11 0 25 Mar 2022
Recommendation as Language Processing (RLP): A Unified Pretrain, Personalized Prompt & Predict Paradigm (P5) Shijie Geng Shuchang Liu Zuohui Fu Yingqiang Ge Yongfeng Zhang VLM AI4TS 99 485 0 24 Mar 2022