Towards Universal Sequence Representation Learning for Recommender Systems

13 June 2022

Papers citing "Towards Universal Sequence Representation Learning for Recommender Systems"

21 / 21 papers shown

Title
A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Xiaokun Zhang Bo Xu Chenliang Li Bowei He Hongfei Lin Chen-li Ma Fenglong Ma 0 0 0 18 May 2025
Learning Item Representations Directly from Multimodal Features for Effective Recommendation Xin Zhou Xiaoxiong Zhang Dusit Niyato Zhiqi Shen 56 0 0 08 May 2025
Teach Me How to Denoise: A Universal Framework for Denoising Multi-modal Recommender Systems via Guided Calibration Yiming Li Hanwen Du Y. Li Junchen Fu Chunxiao Li Ziyi Zhuang Jiakang Li Yongxin Ni AI4TS 29 0 0 19 Apr 2025
Rec-R1: Bridging Generative Large Language Models and User-Centric Recommendation Systems via Reinforcement Learning J. Lin Tian Wang Kun Qian LRM 47 2 0 31 Mar 2025
CFaiRLLM: Consumer Fairness Evaluation in Large-Language Model Recommender System Yashar Deldjoo Tommaso Di Noia 91 21 0 24 Feb 2025
Confidence-aware Fine-tuning of Sequential Recommendation Systems via Conformal Prediction Chen Wang Fangxin Wang Ruocheng Guo Yueqing Liang Philip S. Yu 123 4 0 21 Feb 2025
One Model for All: Large Language Models are Domain-Agnostic Recommendation Systems Zuoli Tang Zhaoxin Huan Zihao Li Xiaolu Zhang Jun Hu Chilin Fu Jun Zhou Lixin Zou Chenliang Li 61 15 0 20 Feb 2025
Enhancing User Intent for Recommendation Systems via Large Language Models Xiaochuan Xu Zeqiu Xu Peiyang Yu Jiani Wang 36 7 0 18 Jan 2025
A Contrastive Pretrain Model with Prompt Tuning for Multi-center Medication Recommendation Qiang Liu Zhaopeng Qiu Xiangyu Zhao X. Wu Zijian Zhang Tong Xu Feng Tian 36 0 0 31 Dec 2024
Preference Diffusion for Recommendation Shuo Liu An Zhang Guoqing Hu Hong Qian Tat-Seng Chua 57 1 0 17 Oct 2024
SoMeR: Multi-View User Representation Learning for Social Media Siyi Guo Keith Burghardt Valeria Pante Kristina Lerman AI4TS 26 0 0 02 May 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 48 24 0 07 Mar 2024
Generative Pretraining at Scale: Transformer-Based Encoding of Transactional Behavior for Fraud Detection Zewen Zhao Zheng Zhu Guilin Li Wenhan Wang Boyuan Wang 6 1 0 22 Dec 2023
AdaptSSR: Pre-training User Model with Augmentation-Adaptive Self-Supervised Ranking Yang Yu Qi Liu Kai Zhang Yuren Zhang Chao Song Min Hou Yuqing Yuan Zhihao Ye Zaixin Zhang Sanshi Lei Yu 35 2 0 15 Oct 2023
$AntM$^{2}$C: A Large Scale Dataset For Multi-Scenario Multi-Modal CTR Prediction$ AntM $^{2}$ C: A Large Scale Dataset For Multi-Scenario Multi-Modal CTR Prediction Zhaoxin Huan Ke Ding Ang Li Xiaolu Zhang Xu Min ... Linjian Mo Jinjie Gu Zhongyi Liu Wenliang Zhong Guannan Zhang 29 0 0 31 Aug 2023
ReLLa: Retrieval-enhanced Large Language Models for Lifelong Sequential Behavior Comprehension in Recommendation Jianghao Lin Rongjie Shan Chenxu Zhu Kounianhua Du Bo Chen Shigang Quan Ruiming Tang Yong Yu Weinan Zhang LRM 40 78 0 22 Aug 2023
Recommender Systems in the Era of Large Language Models (LLMs) Zihuai Zhao Wenqi Fan Jiatong Li Yunqing Liu Xiaowei Mei ... Zhen Wen Fei Wang Xiangyu Zhao Jiliang Tang Qing Li KELM 63 309 0 05 Jul 2023
VIP5: Towards Multimodal Foundation Models for Recommendation Shijie Geng Juntao Tan Shuchang Liu Zuohui Fu Yongfeng Zhang 29 69 0 23 May 2023
Recommender Transformers with Behavior Pathways Zhiyu Yao Xinyang Chen Sinan Wang Qinyan Dai Yumeng Li Tanchao Zhu Mingsheng Long 19 3 0 13 Jun 2022
Filter-enhanced MLP is All You Need for Sequential Recommendation Kun Zhou Hui Yu Wayne Xin Zhao Ji-Rong Wen 85 253 0 28 Feb 2022
Scaling Law for Recommendation Models: Towards General-purpose User Representations Kyuyong Shin Hanock Kwak KyungHyun Kim Max Nihlén Ramström Jisu Jeong Jung-Woo Ha S. Kim ELM 36 38 0 15 Nov 2021