Papers
Communities
Events
Blog
Pricing
Search
Open menu
Home
Papers
2001.04830
Cited By
Sequential Recommender Systems: Challenges, Progress and Prospects
28 December 2019
Shoujin Wang
Liang Hu
Yan Wang
LongBing Cao
Quan Z. Sheng
M. Orgun
LRM
BDL
Re-assign community
ArXiv
PDF
HTML
Papers citing
"Sequential Recommender Systems: Challenges, Progress and Prospects"
50 / 85 papers shown
Title
HMamba: Hyperbolic Mamba for Sequential Recommendation
Qianru Zhang
Honggang Wen
Wei Yuan
Crystal Chen
Menglin Yang
S. Yiu
Hongzhi Yin
Mamba
28
0
0
14 May 2025
M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation
Qianru Zhang
Liang Qu
Honggang Wen
Dong Huang
S. Yiu
Nguyen Quoc Viet Hung
Hongzhi Yin
Mamba
32
0
0
07 May 2025
A Survey of Foundation Model-Powered Recommender Systems: From Feature-Based, Generative to Agentic Paradigms
Chengkai Huang
Hongtao Huang
Tong Yu
Kaige Xie
Junda Wu
Shuai Zhang
Julian McAuley
Dietmar Jannach
Lina Yao
LRM
AI4CE
24
0
0
23 Apr 2025
Intent-aware Diffusion with Contrastive Learning for Sequential Recommendation
Yuanpeng Qu
Hajime Nobuhara
DiffM
AI4TS
32
0
0
22 Apr 2025
Hierarchical Attention Fusion of Visual and Textual Representations for Cross-Domain Sequential Recommendation
Wangyu Wu
Zhenhong Chen
Siqi Song
Xianglin Qiua
Xiaowei Huang
Fei Ma
Jimin Xiao
HAI
36
0
0
21 Apr 2025
MSL: Not All Tokens Are What You Need for Tuning LLM as a Recommender
Bohao Wang
Feng Liu
Jiawei Chen
Xingyu Lou
Changwang Zhang
Jun Wang
Yuegang Sun
Yan Feng
Cheng Chen
C. Wang
32
1
0
05 Apr 2025
Filtering with Time-frequency Analysis: An Adaptive and Lightweight Model for Sequential Recommender Systems Based on Discrete Wavelet Transform
Sheng Lu
Mingxi Ge
Jiuyi Zhang
Wanli Zhu
Guanjin Li
Fangming Gu
AI4TS
58
0
0
30 Mar 2025
Think Before Recommend: Unleashing the Latent Reasoning Power for Sequential Recommendation
Jiakai Tang
Sunhao Dai
Teng Shi
Jun Xu
X. Chen
Wen Chen
Wu Jian
Yuning Jiang
LRM
70
5
0
28 Mar 2025
LLMSeR: Enhancing Sequential Recommendation via LLM-based Data Augmentation
Yuqi Sun
Qiang Liu
Haiping Zhu
Feng Tian
60
0
0
16 Mar 2025
UQABench: Evaluating User Embedding for Prompting LLMs in Personalized Question Answering
L. Liu
Shilei Liu
Yujin Yuan
Yuhang Zhang
Bencheng Yan
...
Di Wang
Wenbo Su
Pengjie Wang
Jian Xu
Bo Zheng
51
1
0
26 Feb 2025
SS4Rec: Continuous-Time Sequential Recommendation with State Space Models
Wei Xiao
Huiying Wang
Qifeng Zhou
59
0
0
12 Feb 2025
Knowledge Graph Enhanced Language Agents for Recommendation
Taicheng Guo
Chaochun Liu
Hai Wang
Varun Mannam
Fang Wang
Xin Chen
Xiangliang Zhang
Chandan K. Reddy
52
2
0
28 Jan 2025
AutoSAM: Towards Automatic Sampling of User Behaviors for Sequential Recommender Systems
H. Zhang
Mingyue Cheng
Qi Liu
Ziqiang Liu
Junzhe Jiang
Enhong Chen
AI4TS
46
3
0
03 Jan 2025
Multi-Grained Preference Enhanced Transformer for Multi-Behavior Sequential Recommendation
Chuan He
Yongchao Liu
Qiang Li
Weiqiang Wang
Xin Fu
Xinyi Fu
Chuntao Hong
Xinwei Yao
23
0
0
31 Dec 2024
Break the ID-Language Barrier: An Adaption Framework for Sequential Recommendation
Xiaohan Yu
Li Zhang
Xin Zhao
Yue Wang
71
2
0
27 Nov 2024
Facet-Aware Multi-Head Mixture-of-Experts Model for Sequential Recommendation
Mingrui Liu
Sixiao Zhang
Cheng Long
31
0
0
03 Nov 2024
Dual Contrastive Transformer for Hierarchical Preference Modeling in Sequential Recommendation
Chengkai Huang
Shoujin Wang
Xianzhi Wang
Lina Yao
57
6
0
30 Oct 2024
Modeling Temporal Positive and Negative Excitation for Sequential Recommendation
Chengkai Huang
Shoujin Wang
Xianzhi Wang
Lina Yao
61
7
0
29 Oct 2024
Preference Diffusion for Recommendation
Shuo Liu
An Zhang
Guoqing Hu
Hong Qian
Tat-Seng Chua
57
1
0
17 Oct 2024
Pre-trained Language Model and Knowledge Distillation for Lightweight Sequential Recommendation
Li Li
Mingyue Cheng
Zhiding Liu
Hao Zhang
Qi Liu
Enhong Chen
VLM
49
0
0
23 Sep 2024
UserSumBench: A Benchmark Framework for Evaluating User Summarization Approaches
Chao Wang
Neo Wu
Lin Ning
Jiaxing Wu
Luyang Liu
Jun Xie
S. O’Banion
Bradley Green
50
0
0
30 Aug 2024
CSRec: Rethinking Sequential Recommendation from A Causal Perspective
Xiaoyu Liu
Jiaxin Yuan
Yuhang Zhou
Jingling Li
Furong Huang
Wei Ai
CML
HAI
24
0
0
23 Aug 2024
Bidirectional Gated Mamba for Sequential Recommendation
Ziwei Liu
Qidong Liu
Yejing Wang
Wanyu Wang
Pengyue Jia
Maolin Wang
Zitao Liu
Yi Chang
Xiangyu Zhao
Mamba
22
3
0
21 Aug 2024
Customizing Language Models with Instance-wise LoRA for Sequential Recommendation
Xiaoyu Kong
Jiancan Wu
An Zhang
Leheng Sheng
Hui Lin
Xiang Wang
Xiangnan He
AI4TS
53
5
0
19 Aug 2024
On Softmax Direct Preference Optimization for Recommendation
Yuxin Chen
Junfei Tan
An Zhang
Zhengyi Yang
Leheng Sheng
Enzhi Zhang
Xiang Wang
Tat-Seng Chua
34
24
0
13 Jun 2024
Large Language Models Enhanced Sequential Recommendation for Long-tail User and Item
Qidong Liu
Xian Wu
Xiangyu Zhao
Yejing Wang
Zijian Zhang
Feng Tian
Yefeng Zheng
40
11
0
31 May 2024
EulerFormer: Sequential User Behavior Modeling with Complex Vector Attention
Zhen Tian
Wayne Xin Zhao
Changwang Zhang
Xin Zhao
Zhongrui Ma
Ji-Rong Wen
22
2
0
26 Mar 2024
Can Small Language Models be Good Reasoners for Sequential Recommendation?
Yuling Wang
Changxin Tian
Binbin Hu
Yanhua Yu
Ziqi Liu
Qing Cui
Jun Zhou
Liang Pang
Xiao Wang
LRM
45
24
0
07 Mar 2024
Training Machine Learning models at the Edge: A Survey
Aymen Rayane Khouas
Mohamed Reda Bouadjenek
Hakim Hacid
Sunil Aryal
29
10
0
05 Mar 2024
Automation of Smart Homes with Multiple Rule Sources
Eran Kaufman
Y. Hoffner
13
2
0
03 Jan 2024
An Adaptive Framework of Geographical Group-Specific Network on O2O Recommendation
Luo Ji
Jiayu Mao
Hailong Shi
Qian Li
Yunfei Chu
Hongxia Yang
16
0
0
28 Dec 2023
Proxy-based Item Representation for Attribute and Context-aware Recommendation
Jinseok Seol
Minseok Gang
Sang-goo Lee
Jaehui Park
26
4
0
11 Dec 2023
Mixed Attention Network for Cross-domain Sequential Recommendation
Guanyu Lin
Chen Gao
Y. Zheng
Jianxin Chang
Yanan Niu
...
Kun Gai
Zhiheng Li
Depeng Jin
Yong Li
Meng Wang
15
22
0
14 Nov 2023
Contrastive Multi-Level Graph Neural Networks for Session-based Recommendation
F. Wang
Xingyu Gao
Zhenyu Chen
Lei Lyu
18
12
0
06 Nov 2023
Enabling Resource-efficient AIoT System with Cross-level Optimization: A survey
Sicong Liu
Bin Guo
Cheng Fang
Ziqi Wang
Shiyan Luo
Zimu Zhou
Zhiwen Yu
AI4CE
34
22
0
27 Sep 2023
Diffusion Augmentation for Sequential Recommendation
Qidong Liu
Fan Yan
Xiangyu Zhao
Zhaochen Du
Huifeng Guo
Ruiming Tang
Feng Tian
24
36
0
22 Sep 2023
Reformulating Sequential Recommendation: Learning Dynamic User Interest with Content-enriched Language Modeling
Junzhe Jiang
Shang Qu
Mingyue Cheng
Qi Liu
Zhiding Liu
...
Rujiao Zhang
Kai Zhang
Rui Li
Jiatong Li
Min Gao
KELM
27
8
0
19 Sep 2023
Towards Differential Privacy in Sequential Recommendation: A Noisy Graph Neural Network Approach
Wentao Hu
Hui Fang
29
3
0
17 Sep 2023
Fragment and Integrate Network (FIN): A Novel Spatial-Temporal Modeling Based on Long Sequential Behavior for Online Food Ordering Click-Through Rate Prediction
Jun Li
Jingjian Wang
Hongwei Wang
Xing Deng
Jielong Chen
...
Zekun Wang
Guanjie Xu
Geng Zhang
Feng Shi
Hualei Liu
AI4TS
19
2
0
30 Aug 2023
Learning from Negative User Feedback and Measuring Responsiveness for Sequential Recommenders
Yueqi Wang
Yoni Halpern
Shuo Chang
Jingchen Feng
Elaine Ya Le
...
Minxue Huang
Shan Li
Alex Beutel
Yaping Zhang
Shuchao Bi
18
8
0
23 Aug 2023
MISSRec: Pre-training and Transferring Multi-modal Interest-aware Sequence Representation for Recommendation
Jinpeng Wang
Ziyun Zeng
Yunxiao Wang
Yuting Wang
Xingyu Lu
Tianxiang Li
Jun Yuan
Rui Zhang
Haitao Zheng
Shutao Xia
36
43
0
22 Aug 2023
Masked and Swapped Sequence Modeling for Next Novel Basket Recommendation in Grocery Shopping
Ming Li
Mozhdeh Ariannezhad
Andrew Yates
Maarten de Rijke
23
13
0
02 Aug 2023
Adaptive Collaborative Filtering with Personalized Time Decay Functions for Financial Product Recommendation
Ashraf Ghiye
Baptiste Barreau
Laurent Carlier
Michalis Vazirgiannis
20
5
0
01 Aug 2023
Investigating the Robustness of Sequential Recommender Systems Against Training Data Perturbations
Filippo Betello
F. Siciliano
Pushkar Mishra
Fabrizio Silvestri
AAML
26
6
0
24 Jul 2023
RecFusion: A Binomial Diffusion Process for 1D Data for Recommendation
Gabriel Bénédict
Olivier Jeunen
Samuele Papa
Samarth Bhargav
Daan Odijk
Maarten de Rijke
DiffM
27
9
0
15 Jun 2023
User Behavior Simulation with Large Language Model based Agents
Lei Wang
Jingsen Zhang
Hao-ran Yang
Zhiyuan Chen
Jiakai Tang
...
Wayne Xin Zhao
Jun Xu
Zhicheng Dou
Jun Wang
Ji-Rong Wen
LM&Ro
LLMAG
22
39
0
05 Jun 2023
Optimizing Long-term Value for Auction-Based Recommender Systems via On-Policy Reinforcement Learning
Ruiyang Xu
Jalaj Bhandari
D. Korenkevych
F. Liu
Yuchen He
Alex Nikulkov
Zheqing Zhu
OffRL
31
6
0
23 May 2023
Integrating Item Relevance in Training Loss for Sequential Recommender Systems
Andrea Bacciu
F. Siciliano
Nicola Tonellotto
Fabrizio Silvestri
NoLa
25
11
0
18 May 2023
A Scalable Framework for Automatic Playlist Continuation on Music Streaming Services
Walid Bendada
Guillaume Salha-Galvan
Thomas Bouabça
Tristan Cazenave
19
8
0
12 Apr 2023
Towards More Robust and Accurate Sequential Recommendation with Cascade-guided Adversarial Training
Juntao Tan
Shelby Heinecke
Zhiwei Liu
Yong-Guang Chen
Yongfeng Zhang
Haiquan Wang
AAML
19
4
0
11 Apr 2023
1
2
Next