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Lightweight Self-Attentive Sequential Recommendation

Lightweight Self-Attentive Sequential Recommendation

25 August 2021
Yang Li
Tong Chen
Pengfei Zhang
Hongzhi Yin
    HAIAI4TS
ArXiv (abs)PDFHTML

Papers citing "Lightweight Self-Attentive Sequential Recommendation"

25 / 25 papers shown
Title
Gated Rotary-Enhanced Linear Attention for Long-term Sequential Recommendation
Gated Rotary-Enhanced Linear Attention for Long-term Sequential Recommendation
Juntao Hu
Wei Zhou
Huayi Shen
Xiao Du
Jie Liao
Junhao Wen
Min Gao
28
0
0
16 Jun 2025
Lightweight Embeddings with Graph Rewiring for Collaborative Filtering
Lightweight Embeddings with Graph Rewiring for Collaborative Filtering
Xurong Liang
Tong Chen
Wei Yuan
Hongzhi Yin
22
0
0
25 May 2025
M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation
M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation
Qianru Zhang
Liang Qu
Honggang Wen
Dong Huang
Siu-Ming Yiu
Nguyen Quoc Viet Hung
Hongzhi Yin
Mamba
120
1
0
07 May 2025
Lightweight yet Efficient: An External Attentive Graph Convolutional Network with Positional Prompts for Sequential Recommendation
Lightweight yet Efficient: An External Attentive Graph Convolutional Network with Positional Prompts for Sequential Recommendation
Jinyu Zhang
Chao Li
Zhongying Zhao
145
1
0
21 Feb 2025
Scaling Sequential Recommendation Models with Transformers
Scaling Sequential Recommendation Models with Transformers
Pablo Zivic
Hernán Ceferino Vázquez
Jorge Sanchez
OffRLLRM
119
1
0
10 Dec 2024
End-to-end Learnable Clustering for Intent Learning in Recommendation
End-to-end Learnable Clustering for Intent Learning in Recommendation
Yue Liu
Shihao Zhu
Jun Xia
Yingwei Ma
Jian Ma
Wenliang Zhong
Xinwang Liu
Guannan Zhang
Kejun Zhang
112
11
0
11 Jan 2024
Proxy-based Item Representation for Attribute and Context-aware
  Recommendation
Proxy-based Item Representation for Attribute and Context-aware Recommendation
Jinseok Seol
Minseok Gang
Sang-goo Lee
Jaehui Park
85
5
0
11 Dec 2023
Experimental Analysis of Large-scale Learnable Vector Storage
  Compression
Experimental Analysis of Large-scale Learnable Vector Storage Compression
Hailin Zhang
Penghao Zhao
Xupeng Miao
Yingxia Shao
Zirui Liu
Tong Yang
Tengjiao Wang
79
13
0
27 Nov 2023
Towards Automatic Sampling of User Behaviors for Sequential Recommender Systems
Towards Automatic Sampling of User Behaviors for Sequential Recommender Systems
Hao Zhang
Mingyue Cheng
Qi Liu
Ziqiang Liu
AI4TS
138
3
0
01 Nov 2023
Accelerating Scalable Graph Neural Network Inference with Node-Adaptive
  Propagation
Accelerating Scalable Graph Neural Network Inference with Node-Adaptive Propagation
Xin Gao
Wentao Zhang
Junliang Yu
Yingxiao Shao
Quoc Viet Hung Nguyen
Tengjiao Wang
Hongzhi Yin
AI4CEGNN
116
10
0
17 Oct 2023
Turning Dross Into Gold Loss: is BERT4Rec really better than SASRec?
Turning Dross Into Gold Loss: is BERT4Rec really better than SASRec?
Anton Klenitskiy
Alexey Vasilev
79
36
0
14 Sep 2023
Graph Condensation for Inductive Node Representation Learning
Graph Condensation for Inductive Node Representation Learning
Xin Gao
Tong Chen
Yilong Zang
Wentao Zhang
Quoc Viet Hung Nguyen
Kai Zheng
Hongzhi Yin
DDAI4CE
105
38
0
29 Jul 2023
MELT: Mutual Enhancement of Long-Tailed User and Item for Sequential
  Recommendation
MELT: Mutual Enhancement of Long-Tailed User and Item for Sequential Recommendation
Kibum Kim
Dongmin Hyun
Sukwon Yun
Chanyoung Park
94
27
0
17 Apr 2023
Towards Lightweight Cross-domain Sequential Recommendation via External
  Attention-enhanced Graph Convolution Network
Towards Lightweight Cross-domain Sequential Recommendation via External Attention-enhanced Graph Convolution Network
Jinyu Zhang
Huichuan Duan
Lei Guo
Liancheng Xu
Xinhua Wang
GNN
66
5
0
07 Feb 2023
A Comprehensive Survey on Trustworthy Recommender Systems
A Comprehensive Survey on Trustworthy Recommender Systems
Wenqi Fan
Xiangyu Zhao
Xiao Chen
Jingran Su
Jingtong Gao
...
Qidong Liu
Yiqi Wang
Hanfeng Xu
Lei Chen
Qing Li
FaML
107
48
0
21 Sep 2022
Beyond Learning from Next Item: Sequential Recommendation via
  Personalized Interest Sustainability
Beyond Learning from Next Item: Sequential Recommendation via Personalized Interest Sustainability
Dongmin Hyun
Chanyoung Park
Junsu Cho
Hwanjo Yu
HAI
73
6
0
14 Sep 2022
Generating Negative Samples for Sequential Recommendation
Generating Negative Samples for Sequential Recommendation
Yong-Guang Chen
Jia Li
Zhiwei Liu
N. Keskar
Haiquan Wang
Julian McAuley
Caiming Xiong
62
4
0
07 Aug 2022
ReFRS: Resource-efficient Federated Recommender System for Dynamic and
  Diversified User Preferences
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
85
72
0
28 Jul 2022
A Systematic Review and Replicability Study of BERT4Rec for Sequential
  Recommendation
A Systematic Review and Replicability Study of BERT4Rec for Sequential Recommendation
Aleksandr V. Petrov
Craig Macdonald
83
47
0
15 Jul 2022
Determinantal Point Process Likelihoods for Sequential Recommendation
Determinantal Point Process Likelihoods for Sequential Recommendation
Yuli Liu
Christian J. Walder
Lexing Xie
62
15
0
25 Apr 2022
Decoupled Side Information Fusion for Sequential Recommendation
Decoupled Side Information Fusion for Sequential Recommendation
Yueqi Xie
Peilin Zhou
Sunghun Kim
102
114
0
23 Apr 2022
Exploiting Session Information in BERT-based Session-aware Sequential
  Recommendation
Exploiting Session Information in BERT-based Session-aware Sequential Recommendation
Jinseok Seol
Youngrok Ko
Sang-goo Lee
71
21
0
22 Apr 2022
ELECRec: Training Sequential Recommenders as Discriminators
ELECRec: Training Sequential Recommenders as Discriminators
Yong-Guang Chen
Jia Li
Caiming Xiong
69
16
0
05 Apr 2022
Intent Contrastive Learning for Sequential Recommendation
Intent Contrastive Learning for Sequential Recommendation
Yong-Guang Chen
Zhiwei Liu
Jia Li
Julian McAuley
Caiming Xiong
96
315
0
05 Feb 2022
S^3-Rec: Self-Supervised Learning for Sequential Recommendation with
  Mutual Information Maximization
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
181
828
0
18 Aug 2020
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