A Systematic Review and Replicability Study of BERT4Rec for Sequential Recommendation

15 July 2022

Papers citing "A Systematic Review and Replicability Study of BERT4Rec for Sequential Recommendation"

35 / 35 papers shown

Title
Data Watermarking for Sequential Recommender Systems Sixiao Zhang Cheng Long Wei Yuan Hongxu Chen Hongzhi Yin 91 0 0 20 Nov 2024
Modeling and Analyzing the Influence of Non-Item Pages on Sequential Next-Item Prediction Elisabeth Fischer Albin Zehe Andreas Hotho Daniel Schlor HAI 86 0 0 28 Aug 2024
Effective and Efficient Training for Sequential Recommendation using Recency Sampling Aleksandr V. Petrov Craig Macdonald 44 28 0 06 Jul 2022
What is Next when Sequential Prediction Meets Implicitly Hard Interaction? Kaixi Hu Lin Li Qing Xie Jianquan Liu Xiaohui Tao 39 19 0 14 Feb 2022
RecGURU: Adversarial Learning of Generalized User Representations for Cross-Domain Recommendation Chenglin Li Mingjun Zhao Huanming Zhang Chenyun Yu Lei Cheng Guoqiang Shu Beibei Kong Di Niu 48 66 0 19 Nov 2021
Extracting Attentive Social Temporal Excitation for Sequential Recommendation Yunzhe Li Yue Ding Bo Chen Xin Xin Yule Wang Yuxiang Shi Ruiming Tang Dong Wang AI4TS 32 15 0 28 Sep 2021
Black-Box Attacks on Sequential Recommenders via Data-Free Model Extraction Zhenrui Yue Zhankui He Huimin Zeng Julian McAuley MLAU AAML 24 65 0 01 Sep 2021
Lightweight Self-Attentive Sequential Recommendation Yang Li Tong Chen Pengfei Zhang Hongzhi Yin HAI AI4TS 30 104 0 25 Aug 2021
Continuous-Time Sequential Recommendation with Temporal Graph Collaborative Transformer Ziwei Fan Zhiwei Liu Jiawei Zhang Yun Xiong Lei Zheng Philip S. Yu 38 189 0 14 Aug 2021
Contrastive Self-supervised Sequential Recommendation with Robust Augmentation Zhiwei Liu Yong-Guang Chen Jia Li Philip S. Yu Julian McAuley Caiming Xiong 25 165 0 14 Aug 2021
A Case Study on Sampling Strategies for Evaluating Neural Sequential Item Recommendation Models Alexander Dallmann Daniel Zoller Andreas Hotho 21 57 0 27 Jul 2021
From Implicit to Explicit feedback: A deep neural network for modeling sequential behaviours and long-short term preferences of online users Quyen Tran Lam C. Tran Linh Chu Hai Ngo Van Linh Khoat Than HAI 27 13 0 26 Jul 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 37 54 0 12 Jul 2021
Augmenting Sequential Recommendation with Pseudo-Prior Items via Reversely Pre-training Transformer Zhiwei Liu Ziwei Fan Yu Wang Philip S. Yu 124 146 0 02 May 2021
Attention-based neural re-ranking approach for next city in trip recommendations A. Petrov Yuriy S. Makarov 18 8 0 23 Mar 2021
Knowledge Transfer via Pre-training for Recommendation: A Review and Prospect Zheni Zeng Chaojun Xiao Yuan Yao Ruobing Xie Zhiyuan Liu Fen Lin Leyu Lin Maosong Sun VLM 45 40 0 19 Sep 2020
MEANTIME: Mixture of Attention Mechanisms with Multi-temporal Embeddings for Sequential Recommendation S. Cho Eunhyeok Park S. Yoo AI4TS 22 69 0 19 Aug 2020
S^3-Rec: Self-Supervised Learning for Sequential Recommendation with Mutual Information Maximization Kun Zhou Haibo Wang Wayne Xin Zhao Yutao Zhu Sirui Wang Fuzheng Zhang Zhongyuan Wang Ji-Rong Wen 83 804 0 18 Aug 2020
DeBERTa: Decoding-enhanced BERT with Disentangled Attention Pengcheng He Xiaodong Liu Jianfeng Gao Weizhu Chen AAML 100 2,682 0 05 Jun 2020
Contrastive Learning for Debiased Candidate Generation in Large-Scale Recommender Systems Chang Zhou Jianxin Ma Jianwei Zhang Jingren Zhou Hongxia Yang 58 145 0 20 May 2020
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations Zhenzhong Lan Mingda Chen Sebastian Goodman Kevin Gimpel Piyush Sharma Radu Soricut SSL AIMat 268 6,420 0 26 Sep 2019
On Model Stability as a Function of Random Seed Pranava Madhyastha Dhruv Batra 74 62 0 23 Sep 2019
Are We Really Making Much Progress? A Worrying Analysis of Recent Neural Recommendation Approaches Maurizio Ferrari Dacrema Paolo Cremonesi Dietmar Jannach 38 580 0 16 Jul 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 130 2,129 0 14 Apr 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 966 93,936 0 11 Oct 2018
Personalized Top-N Sequential Recommendation via Convolutional Sequence Embedding Jiaxi Tang Ke Wang BDL 51 1,682 0 19 Sep 2018
Self-Attentive Sequential Recommendation Wang-Cheng Kang Julian McAuley HAI BDL 105 2,390 0 20 Aug 2018
A Simple Convolutional Generative Network for Next Item Recommendation Fajie Yuan Alexandros Karatzoglou Ioannis Arapakis J. Jose Xiangnan He 45 549 0 15 Aug 2018
Variational Autoencoders for Collaborative Filtering Dawen Liang Rahul G. Krishnan Matthew D. Hoffman Tony Jebara BDL 128 1,222 0 16 Feb 2018
Recurrent Neural Networks with Top-k Gains for Session-based Recommendations Balázs Hidasi Alexandros Karatzoglou 36 826 0 12 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 453 129,831 0 12 Jun 2017
Yelp Dataset Challenge: Review Rating Prediction Nabiha Asghar 32 167 0 17 May 2016
Ups and Downs: Modeling the Visual Evolution of Fashion Trends with One-Class Collaborative Filtering Ruining He Julian McAuley 98 2,048 0 04 Feb 2016
Session-based Recommendations with Recurrent Neural Networks Balázs Hidasi Alexandros Karatzoglou L. Baltrunas D. Tikk 52 2,055 0 21 Nov 2015
BPR: Bayesian Personalized Ranking from Implicit Feedback Steffen Rendle Christoph Freudenthaler Zeno Gantner Lars Schmidt-Thieme BDL 104 5,696 0 09 May 2012