ConsRec: Denoising Sequential Recommendation through User-Consistent Preference Modeling

28 May 2025

Papers citing "ConsRec: Denoising Sequential Recommendation through User-Consistent Preference Modeling"

20 / 20 papers shown

Title
TinyLlama: An Open-Source Small Language Model Peiyuan Zhang Guangtao Zeng Tianduo Wang Wei Lu ALM LRM 82 374 0 04 Jan 2024
Text Matching Improves Sequential Recommendation by Reducing Popularity Biases Zhenghao Liu Senkun Mei Chenyan Xiong Xiaohua Li Shi Yu Zhiyuan Liu Yu Gu Ge Yu 55 22 0 27 Aug 2023
How Can Recommender Systems Benefit from Large Language Models: A Survey Jianghao Lin Xinyi Dai Yunjia Xi Weiwen Liu Bo Chen ... Chenxu Zhu Huifeng Guo Yong Yu Ruiming Tang Weinan Zhang LRM 66 202 0 09 Jun 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 471 12,840 0 27 Feb 2023
LightGCL: Simple Yet Effective Graph Contrastive Learning for Recommendation Xuheng Cai Chao Huang Lianghao Xia Xubin Ren 34 206 0 16 Feb 2023
Self-Instruct: Aligning Language Models with Self-Generated Instructions Yizhong Wang Yeganeh Kordi Swaroop Mishra Alisa Liu Noah A. Smith Daniel Khashabi Hannaneh Hajishirzi ALM SyDa LRM 60 2,166 0 20 Dec 2022
Filter-enhanced MLP is All You Need for Sequential Recommendation Kun Zhou Hui Yu Wayne Xin Zhao Ji-Rong Wen 115 262 0 28 Feb 2022
A Case Study on Sampling Strategies for Evaluating Neural Sequential Item Recommendation Models Alexander Dallmann Daniel Zoller Andreas Hotho 14 57 0 27 Jul 2021
Zero-Shot Recommender Systems Hao Ding Yifei Ma Anoop Deoras Bernie Wang Hao Wang VLM 17 93 0 18 May 2021
Sequential Recommender Systems: Challenges, Progress and Prospects Shoujin Wang Liang Hu Yan Wang LongBing Cao Quan Z. Sheng M. Orgun LRM BDL 51 404 0 28 Dec 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 193 19,824 0 23 Oct 2019
CosRec: 2D Convolutional Neural Networks for Sequential Recommendation An Yan Shuo Cheng Wang-Cheng Kang Mengting Wan Julian McAuley 3DV HAI 16 123 0 27 Aug 2019
Warm Up Cold-start Advertisements: Improving CTR Predictions via Learning to Learn ID Embeddings Feiyang Pan Shuokai Li Xiang Ao Pingzhong Tang Qing He 29 186 0 25 Apr 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 87 2,129 0 14 Apr 2019
Personalized Top-N Sequential Recommendation via Convolutional Sequence Embedding Jiaxi Tang Ke Wang BDL 39 1,682 0 19 Sep 2018
Self-Attentive Sequential Recommendation Wang-Cheng Kang Julian McAuley HAI BDL 67 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 38 549 0 15 Aug 2018
Context-aware Sequential Recommendation Qiang Liu Shu Wu Diyi Wang Zhaokang Li Liang Wang HAI 10 182 0 19 Sep 2016
Session-based Recommendations with Recurrent Neural Networks Balázs Hidasi Alexandros Karatzoglou L. Baltrunas D. Tikk 31 2,055 0 21 Nov 2015
Image-based Recommendations on Styles and Substitutes Julian McAuley C. Targett Javen Qinfeng Shi Anton Van Den Hengel 80 2,383 0 15 Jun 2015