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"

45 / 245 papers shown

Title
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 84 78 0 20 Mar 2022
WSLRec: Weakly Supervised Learning for Neural Sequential Recommendation Models Jingwei Zhuo Binda Liu Xiang Li Ziru Xu Xiaoqiang Zhu 18 0 0 28 Feb 2022
Filter-enhanced MLP is All You Need for Sequential Recommendation Kun Zhou Hui Yu Wayne Xin Zhao Ji-Rong Wen 141 271 0 28 Feb 2022
KuaiRec: A Fully-observed Dataset and Insights for Evaluating Recommender Systems Chongming Gao Shijun Li Wenqiang Lei Jiawei Chen Biao Li Peng Jiang Xiangnan He Jiaxin Mao Tat-Seng Chua 81 142 0 22 Feb 2022
GIFT: Graph-guIded Feature Transfer for Cold-Start Video Click-Through Rate Prediction Sihao Hu Yihan Cao Yu Gong Zhao Li Yazheng Yang Qingwen Liu S. Ji 61 12 0 21 Feb 2022
What is Next when Sequential Prediction Meets Implicitly Hard Interaction? Kaixi Hu Lin Li Qing Xie Jianquan Liu Xiaohui Tao 56 19 0 14 Feb 2022
Intent Contrastive Learning for Sequential Recommendation Yong-Guang Chen Zhiwei Liu Jia Li Julian McAuley Caiming Xiong 81 308 0 05 Feb 2022
C2-CRS: Coarse-to-Fine Contrastive Learning for Conversational Recommender System Yuanhang Zhou Kun Zhou Wayne Xin Zhao Cheng Wang Peng Jiang He Hu 59 53 0 04 Jan 2022
Reinforcement Learning based Path Exploration for Sequential Explainable Recommendation Yicong Li Hongxu Chen Yile Li Lin Li Philip S. Yu Guandong Xu 66 16 0 24 Nov 2021
Latent Structure Mining with Contrastive Modality Fusion for Multimedia Recommendation Jinghao Zhang Yanqiao Zhu Qiang Liu Mengqi Zhang Shu Wu Liang Wang 72 38 0 01 Nov 2021
Sequential Modeling with Multiple Attributes for Watchlist Recommendation in E-Commerce Uriel Singer Haggai Roitman Yotam Eshel A. Nus Ido Guy Or Levi Idan Hasson E. Kiperwasser 38 28 0 18 Oct 2021
Click-through Rate Prediction with Auto-Quantized Contrastive Learning Yujie Pan Jiangchao Yao Bo Han Kunyang Jia Ya Zhang Hongxia Yang MQ 56 18 0 27 Sep 2021
Virtual Data Augmentation: A Robust and General Framework for Fine-tuning Pre-trained Models Kun Zhou Wayne Xin Zhao Sirui Wang Fuzheng Zhang Wei Wu Ji-Rong Wen AAML 51 8 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 70 134 0 09 Sep 2021
Lightweight Self-Attentive Sequential Recommendation Yang Li Tong Chen Pengfei Zhang Hongzhi Yin HAI AI4TS 58 107 0 25 Aug 2021
Contrastive Self-supervised Sequential Recommendation with Robust Augmentation Zhiwei Liu Yong-Guang Chen Jia Li Philip S. Yu Julian McAuley Caiming Xiong 44 169 0 14 Aug 2021
Position-enhanced and Time-aware Graph Convolutional Network for Sequential Recommendations Liwei Huang Yutao Ma Yanbo Liu Bohong Du Shuliang Wang Deyi Li GNN 39 56 0 12 Jul 2021
Improving Sequential Recommendation Consistency with Self-Supervised Imitation Xu Yuan Hongshen Chen Yonghao Song Xiaofang Zhao Zhuoye Ding Zhen He Bo Long 35 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 47 28 0 24 May 2021
Augmenting Sequential Recommendation with Pseudo-Prior Items via Reversely Pre-training Transformer Zhiwei Liu Ziwei Fan Yu Wang Philip S. Yu 145 149 0 02 May 2021
A Survey on Accuracy-oriented Neural Recommendation: From Collaborative Filtering to Information-rich Recommendation Le Wu Xiangnan He Xiang Wang Kun Zhang Meng Wang HAI 74 296 0 27 Apr 2021
Recommending Burgers based on Pizza Preferences: Addressing Data Sparsity with a Product of Experts Martin Milenkoski Diego Antognini C. Musat 102 0 0 26 Apr 2021
Graph Neural Networks in Recommender Systems: A Survey Shiwen Wu Fei Sun Wentao Zhang Xu Xie Tengjiao Wang GNN 156 1,238 0 04 Nov 2020
Self-supervised Graph Learning for Recommendation Jiancan Wu Xiang Wang Fuli Feng Xiangnan He Liang Chen Jianxun Lian Xing Xie SSL 177 1,163 0 21 Oct 2020
Towards Topic-Guided Conversational Recommender System Kun Zhou Yuanhang Zhou Wayne Xin Zhao Xiaoke Wang Ji-Rong Wen 55 203 0 08 Oct 2020
Modeling Online Behavior in Recommender Systems: The Importance of Temporal Context Milena Filipovic B. Mitrevski Diego Antognini Emma Lejal Glaude Boi Faltings C. Musat OffRL 42 11 0 19 Sep 2020
Improving Conversational Recommender Systems via Knowledge Graph based Semantic Fusion Kun Zhou Wayne Xin Zhao Shuqing Bian Yuanhang Zhou Ji-Rong Wen Jingsong Yu 86 324 0 08 Jul 2020
Self-Supervised Reinforcement Learning for Recommender Systems Xin Xin Alexandros Karatzoglou Ioannis Arapakis J. Jose SSL OffRL 139 202 0 10 Jun 2020
Sequential Recommendation with Self-Attentive Multi-Adversarial Network Ruiyang Ren Zhaoyang Liu Yaliang Li Wayne Xin Zhao Hongya Wang Bolin Ding Ji-Rong Wen GAN 28 108 0 21 May 2020
CoLES: Contrastive Learning for Event Sequences with Self-Supervision Dmitrii Babaev Ivan Kireev Nikita Ovsov Maria Ivanova Gleb Gusev Ivan Nazarov Alexander Tuzhilin SSL AI4TS 49 27 0 19 Feb 2020
A Mutual Information Maximization Perspective of Language Representation Learning Lingpeng Kong Cyprien de Masson dÁutume Wang Ling Lei Yu Zihang Dai Dani Yogatama SSL 255 167 0 18 Oct 2019
QAInfomax: Learning Robust Question Answering System by Mutual Information Maximization Yi-Ting Yeh Yun-Nung Chen 61 35 0 31 Aug 2019
BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer Fei Sun Jun Liu Jian Wu Changhua Pei Xiao Lin Wenwu Ou Peng Jiang BDL HAI 186 2,177 0 14 Apr 2019
AutoInt: Automatic Feature Interaction Learning via Self-Attentive Neural Networks Weiping Song Chence Shi Zhiping Xiao Zhijian Duan Yewen Xu Ming Zhang Jian Tang CML 87 857 0 29 Oct 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,175 0 11 Oct 2018
Personalized Top-N Sequential Recommendation via Convolutional Sequence Embedding Jiaxi Tang Ke Wang BDL 75 1,710 0 19 Sep 2018
Learning deep representations by mutual information estimation and maximization R. Devon Hjelm A. Fedorov Samuel Lavoie-Marchildon Karan Grewal Phil Bachman Adam Trischler Yoshua Bengio SSL DRL 335 2,672 0 20 Aug 2018
Self-Attentive Sequential Recommendation Wang-Cheng Kang Julian McAuley HAI BDL 175 2,442 0 20 Aug 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 351 10,356 0 10 Jul 2018
An efficient framework for learning sentence representations Lajanugen Logeswaran Honglak Lee 85 544 0 07 Mar 2018
Personalizing Session-based Recommendations with Hierarchical Recurrent Neural Networks Massimo Quadrana Alexandros Karatzoglou Balázs Hidasi Paolo Cremonesi 62 646 0 13 Jun 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 730 132,363 0 12 Jun 2017
Image-based Recommendations on Styles and Substitutes Julian McAuley C. Targett Javen Qinfeng Shi Anton Van Den Hengel 124 2,412 0 15 Jun 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.0K 150,312 0 22 Dec 2014
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 402 33,560 0 16 Oct 2013