Session-based Recommendations with Recurrent Neural Networks

21 November 2015

Balázs Hidasi

Alexandros Karatzoglou

L. Baltrunas

D. Tikk

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Papers citing "Session-based Recommendations with Recurrent Neural Networks"

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Title
LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Haoran Xin Ying Sun Chao Wang Weijia Zhang Hui Xiong 36 0 0 26 May 2025
DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Bowen Zheng Xiaolei Wang Enze Liu Xi Wang Lu Hongyu Yu Chen Wayne Xin Zhao Ji-Rong Wen 46 0 0 22 May 2025
Flow Matching based Sequential Recommender Model Feng Liu Lixin Zou Xiangyu Zhao Min Tang Liming Dong Dan Luo Xiangyang Luo Chenliang Li DiffM 29 0 0 22 May 2025
GSPRec: Temporal-Aware Graph Spectral Filtering for Recommendation Ahmad Bin Rabiah Julian McAuley AI4TS 36 0 0 15 May 2025
A Framework for Elastic Adaptation of User Multiple Intents in Sequential Recommendation Zhikai Wang Yanyan Shen AI4TS 115 0 0 30 Apr 2025
Relative Contrastive Learning for Sequential Recommendation with Similarity-based Positive Pair Selection Zhikai Wang Yanyan Shen Zexi Zhang Li He Yichun Li Hao Gu Yinghua Zhang 75 0 0 27 Apr 2025
AlphaFuse: Learn ID Embeddings for Sequential Recommendation in Null Space of Language Embeddings Guoqing Hu An Zhang Shuo Liu Zhibo Cai Xun Yang Xiang Wang 78 1 0 27 Apr 2025
Teach Me How to Denoise: A Universal Framework for Denoising Multi-modal Recommender Systems via Guided Calibration Haoyang Li Hanwen Du You Li Junchen Fu Chunxiao Li Ziyi Zhuang Jiakang Li Yongxin Ni AI4TS 61 0 0 19 Apr 2025
Slow Thinking for Sequential Recommendation Junjie Zhang Beichen Zhang Wenqi Sun Hongyu Lu Wayne Xin Zhao Yu Chen Ji-Rong Wen OffRL LRM 56 1 0 13 Apr 2025
PinRec: Outcome-Conditioned, Multi-Token Generative Retrieval for Industry-Scale Recommendation Systems Anirudhan Badrinath Prabhat Agarwal Laksh Bhasin Jaewon Yang Jiajing Xu Charles R. Rosenberg LRM 76 0 0 09 Apr 2025
Unified Generative Search and Recommendation Teng Shi Jun Xu Xiao Zhang Xiaoxue Zang Kai Zheng Yang Song Enyun Yu 78 1 0 08 Apr 2025
Pre-training Generative Recommender with Multi-Identifier Item Tokenization Bowen Zheng Enze Liu Zhongfu Chen Zhongrui Ma Yue Wang Wayne Xin Zhao Ji-Rong Wen 92 0 0 06 Apr 2025
AdaptRec: A Self-Adaptive Framework for Sequential Recommendations with Large Language Models Tong Zhang 57 0 0 06 Apr 2025
Universal Item Tokenization for Transferable Generative Recommendation Bowen Zheng Hongyu Lu Yu Chen Wayne Xin Zhao Ji-Rong Wen 83 0 0 06 Apr 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 110 8 0 28 Mar 2025
Recommendation System in Advertising and Streaming Media: Unsupervised Data Enhancement Sequence Suggestions Kowei Shih Yi Han Li Tan 53 0 0 23 Mar 2025
Lightweight yet Efficient: An External Attentive Graph Convolutional Network with Positional Prompts for Sequential Recommendation Jinyu Zhang Chao Li Zhongying Zhao 99 0 0 21 Feb 2025
Confidence-aware Fine-tuning of Sequential Recommendation Systems via Conformal Prediction Chen Wang Fangxin Wang Ruocheng Guo Yueqing Liang Philip S. Yu 193 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 95 18 0 20 Feb 2025
SS4Rec: Continuous-Time Sequential Recommendation with State Space Models Wei Xiao Huiying Wang Qifeng Zhou 126 0 0 12 Feb 2025
SSD4Rec: A Structured State Space Duality Model for Efficient Sequential Recommendation Haohao Qu Yifeng Zhang Liangbo Ning Wenqi Fan Qing Li Mamba 144 7 0 17 Jan 2025
Spatial-Temporal Knowledge Distillation for Takeaway Recommendation Shuyuan Zhao Wei Chen Boyan Shi Liyong Zhou Shuohao Lin Huaiyu Wan 133 0 0 21 Dec 2024
Intention Knowledge Graph Construction for User Intention Relation Modeling Jiaxin Bai Zhaoxiang Wang Junfei Cheng Dan Yu Zerui Huang ... Xin Liu Chen Luo Yanming Zhu Yinlin Zhu Yangqiu Song 129 3 0 16 Dec 2024
GOT4Rec: Graph of Thoughts for Sequential Recommendation Zewen Long Liang Wang Shu Wu Qiang Liu Liang Wang 120 1 0 22 Nov 2024
Facet-Aware Multi-Head Mixture-of-Experts Model for Sequential Recommendation Mingrui Liu Sixiao Zhang Cheng Long 61 0 0 03 Nov 2024
Preference Diffusion for Recommendation Shuo Liu An Zhang Guoqing Hu Hong Qian Tat-Seng Chua 83 1 0 17 Oct 2024
Triple Modality Fusion: Aligning Visual, Textual, and Graph Data with Large Language Models for Multi-Behavior Recommendations Luyi Ma Xiaohan Li Zezhong Fan Kai Zhao Jianpeng Xu Praveen Kanumala Kaushiki Nag Sushant Kumar Sushant Kumar Kannan Achan 64 5 0 16 Oct 2024
Item Cluster-aware Prompt Learning for Session-based Recommendation Wooseong Yang Chen Wang Zihe Song Weizhi Zhang Philip S. Yu VLM 39 0 0 07 Oct 2024
Generative Recommender with End-to-End Learnable Item Tokenization Enze Liu Bowen Zheng Cheng Ling Lantao Hu Han Li Wayne Xin Zhao 46 2 0 09 Sep 2024
Modeling and Analyzing the Influence of Non-Item Pages on Sequential Next-Item Prediction Elisabeth Fischer Albin Zehe Andreas Hotho Daniel Schlor HAI 80 0 0 28 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 83 10 0 19 Aug 2024
Harnessing Multimodal Large Language Models for Multimodal Sequential Recommendation Yuyang Ye Zhi Zheng Yishan Shen Tianshu Wang Hengruo Zhang Peijun Zhu Runlong Yu Kai Zhang Hui Xiong 64 10 0 19 Aug 2024
ELASTIC: Efficient Linear Attention for Sequential Interest Compression Jiaxin Deng Shiyao Wang Song Lu Yinfeng Li Xinchen Luo Yuanjun Liu Peixing Xu Guorui Zhou 74 0 0 18 Aug 2024
Modeling Domain and Feedback Transitions for Cross-Domain Sequential Recommendation Changshuo Zhang Teng Shi Xiao Zhang Qi Liu Ruobing Xie Jun Xu Ji-Rong Wen 64 3 0 15 Aug 2024
Pareto Front Approximation for Multi-Objective Session-Based Recommender Systems Timo Wilm Philipp Normann Felix Stepprath 78 2 0 23 Jul 2024
Lusifer: LLM-based User SImulated Feedback Environment for online Recommender systems Danial Ebrat Luis Rueda Luis Rueda 70 3 0 22 May 2024
RDRec: Rationale Distillation for LLM-based Recommendation Xinfeng Wang Jin Cui Yoshimi Suzuki Fumiyo Fukumoto LRM 61 12 0 17 May 2024
Positional encoding is not the same as context: A study on positional encoding for sequential recommendation Alejo López-Ávila Jinhua Du Abbas Shimary Ze Li 59 2 0 16 May 2024
Improving Sequential Recommendations with LLMs Artun Boz Wouter Zorgdrager Zoe Kotti Jesse Harte Panos Louridas Dietmar Jannach Vassilios Karakoidas Marios Fragkoulis KELM LRM 91 4 0 02 Feb 2024
Towards Automatic Sampling of User Behaviors for Sequential Recommender Systems Hao Zhang Mingyue Cheng Qi Liu Ziqiang Liu AI4TS 89 3 0 01 Nov 2023
Scaling Session-Based Transformer Recommendations using Optimized Negative Sampling and Loss Functions Timo Wilm Philipp Normann Sophie Baumeister Paul-Vincent Kobow 64 12 0 27 Jul 2023
AMEIR: Automatic Behavior Modeling, Interaction Exploration and MLP Investigation in the Recommender System Pengyu Zhao Kecheng Xiao Yuanxing Zhang Kaigui Bian Wei Yan 63 16 0 10 Jun 2020
Self-Supervised Reinforcement Learning for Recommender Systems Xin Xin Alexandros Karatzoglou Ioannis Arapakis J. Jose SSL OffRL 82 200 0 10 Jun 2020