Sequential Recommender Systems: Challenges, Progress and Prospects

28 December 2019

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