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Recommender Systems in the Era of Large Language Models (LLMs)
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Recommender Systems in the Era of Large Language Models (LLMs)

Zihuai Zhao
Wenqi Fan
Jiatong Li
Yunqing Liu
Xiaowei Mei
Yiqi Wang
Zhen Wen
Fei Wang
Xiangyu Zhao
Jiliang Tang
Qing Li
    KELM
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Papers citing "Recommender Systems in the Era of Large Language Models (LLMs)"

50 / 151 papers shown
Title
Multi-Objective Recommendation in the Era of Generative AI: A Survey of Recent Progress and Future Prospects
Multi-Objective Recommendation in the Era of Generative AI: A Survey of Recent Progress and Future Prospects
Zihan Hong
Yushi Wu
Zhiting Zhao
Shanshan Feng
Jianghong Ma
Jiao Liu
Tianjun Wei
3DV
5
0
0
20 Jun 2025
Multi-Interest Recommendation: A Survey
Multi-Interest Recommendation: A Survey
Zihao Li
Qiang Chen
Lixin Zou
Aixin Sun
Chenliang Li
AI4TS
12
0
0
18 Jun 2025
Re-Initialization Token Learning for Tool-Augmented Large Language Models
Re-Initialization Token Learning for Tool-Augmented Large Language Models
Chenghao Li
Liu Liu
B. Yu
Jiayan Qiu
Yibing Zhan
LLMAGCLLKELM
34
0
0
17 Jun 2025
LlamaRec-LKG-RAG: A Single-Pass, Learnable Knowledge Graph-RAG Framework for LLM-Based Ranking
LlamaRec-LKG-RAG: A Single-Pass, Learnable Knowledge Graph-RAG Framework for LLM-Based Ranking
Vahid Azizi
Fatemeh Koochaki
AI4TS
13
0
0
09 Jun 2025
Optimizing Recall or Relevance? A Multi-Task Multi-Head Approach for Item-to-Item Retrieval in Recommendation
Optimizing Recall or Relevance? A Multi-Task Multi-Head Approach for Item-to-Item Retrieval in Recommendation
Jiang Zhang
Sumit Kumar
Wei Chang
Yubo Wang
Feng Zhang
Weize Mao
Hanchao Yu
Aashu Singh
Min Li
Qifan Wang
48
0
0
06 Jun 2025
Advancing Tool-Augmented Large Language Models via Meta-Verification and Reflection Learning
Zhiyuan Ma
Jiayu Liu
Xianzhen Luo
Zhenya Huang
Qingfu Zhu
Wanxiang Che
LLMAG
132
0
0
05 Jun 2025
Exp4Fuse: A Rank Fusion Framework for Enhanced Sparse Retrieval using Large Language Model-based Query Expansion
Exp4Fuse: A Rank Fusion Framework for Enhanced Sparse Retrieval using Large Language Model-based Query Expansion
Lingyuan Liu
Mengxiang Zhang
111
0
0
05 Jun 2025
GORACS: Group-level Optimal Transport-guided Coreset Selection for LLM-based Recommender Systems
GORACS: Group-level Optimal Transport-guided Coreset Selection for LLM-based Recommender Systems
Tiehua Mei
Hengrui Chen
Peng Yu
Jiaqing Liang
Deqing Yang
85
0
0
04 Jun 2025
Resolving Knowledge Conflicts in Domain-specific Data Selection: A Case Study on Medical Instruction-tuning
Resolving Knowledge Conflicts in Domain-specific Data Selection: A Case Study on Medical Instruction-tuning
Qihuang Zhong
Liang Ding
Fei Liao
Juhua Liu
Bo Du
Dacheng Tao
29
0
0
28 May 2025
What LLMs Miss in Recommendations: Bridging the Gap with Retrieval-Augmented Collaborative Signals
What LLMs Miss in Recommendations: Bridging the Gap with Retrieval-Augmented Collaborative Signals
Shahrooz Pouryousef
Ali Montazeralghaem
12
0
0
27 May 2025
LLMs for Supply Chain Management
LLMs for Supply Chain Management
Haojie Wang
Jiuyun Jiang
L. Jeff Hong
Guangxin Jiang
20
0
0
24 May 2025
Tuning Language Models for Robust Prediction of Diverse User Behaviors
Tuning Language Models for Robust Prediction of Diverse User Behaviors
Fanjin Meng
Jingtao Ding
Jiahui Gong
Chen Yang
Hong Chen
Zuojian Wang
Haisheng Lu
Yong Li
205
1
0
23 May 2025
FlashForge: Ultra-Efficient Prefix-Aware Attention for LLM Decoding
FlashForge: Ultra-Efficient Prefix-Aware Attention for LLM Decoding
Zhibin Wang
Rui Ning
Chao Fang
Zhonghui Zhang
Xi Lin
...
Rong Gu
Kun Yang
Guihai Chen
Sheng Zhong
Chen Tian
50
0
0
23 May 2025
Conversational Recommendation System using NLP and Sentiment Analysis
Conversational Recommendation System using NLP and Sentiment Analysis
Piyush Talegaonkar
Siddhant Hole
Shrinesh Kamble
Prashil Gulechha
Deepali Salapurkar
81
0
0
17 May 2025
Guiding LLM-based Smart Contract Generation with Finite State Machine
Guiding LLM-based Smart Contract Generation with Finite State Machine
Hao Luo
Yuhao Lin
Xiao Yan
Xintong Hu
Yanjie Wang
Qiming Zeng
Hao Wang
Jiawei Jiang
56
0
0
13 May 2025
ArtRAG: Retrieval-Augmented Generation with Structured Context for Visual Art Understanding
ArtRAG: Retrieval-Augmented Generation with Structured Context for Visual Art Understanding
Shuai Wang
Ivona Najdenkoska
Hongyi Zhu
Stevan Rudinac
Monika Kackovic
Nachoem Wijnberg
M. Worring
323
0
0
09 May 2025
The Pitfalls of Growing Group Complexity: LLMs and Social Choice-Based Aggregation for Group Recommendations
The Pitfalls of Growing Group Complexity: LLMs and Social Choice-Based Aggregation for Group Recommendations
Cedric Waterschoot
N. Tintarev
Francesco Barile
70
1
0
08 May 2025
M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation
M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation
Qianru Zhang
Liang Qu
Honggang Wen
Dong Huang
Siu-Ming Yiu
Nguyen Quoc Viet Hung
Hongzhi Yin
Mamba
120
1
0
07 May 2025
Memory Assisted LLM for Personalized Recommendation System
Memory Assisted LLM for Personalized Recommendation System
Jiarui Chen
96
0
0
03 May 2025
RAGAR: Retrieval Augment Personalized Image Generation Guided by Recommendation
RAGAR: Retrieval Augment Personalized Image Generation Guided by Recommendation
Run Ling
Wenjie Wang
Yuting Liu
G. Guo
Linying Jiang
Xingwei Wang
DiffM
79
0
0
03 May 2025
A Survey of Foundation Model-Powered Recommender Systems: From Feature-Based, Generative to Agentic Paradigms
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
LRMAI4CE
86
1
0
23 Apr 2025
Stay Hungry, Stay Foolish: On the Extended Reading Articles Generation with LLMs
Stay Hungry, Stay Foolish: On the Extended Reading Articles Generation with LLMs
Yow-Fu Liou
Yu-Chien Tang
An-Zi Yen
AI4Ed
109
0
0
21 Apr 2025
Matrix Factorization with Dynamic Multi-view Clustering for Recommender System
Matrix Factorization with Dynamic Multi-view Clustering for Recommender System
Shangde Gao
Ke Liu
Yichao Fu
Hongxia Xu
Jian Wu
75
0
0
20 Apr 2025
Contextualizing Spotify's Audiobook List Recommendations with Descriptive Shelves
Contextualizing Spotify's Audiobook List Recommendations with Descriptive Shelves
Gustavo Penha
Alice Wang
Martin Achenbach
Kristen Sheets
Sahitya Mantravadi
Remi Galvez
Nico Guetta-Jeanrenaud
Divya Narayanan
Ofeliya Kalaydzhyan
Hugues Bouchard
99
0
0
18 Apr 2025
Rethinking LLM-Based Recommendations: A Query Generation-Based, Training-Free Approach
Rethinking LLM-Based Recommendations: A Query Generation-Based, Training-Free Approach
Donghee Han
Hwanjun Song
Mun Yi
LRM
94
0
0
16 Apr 2025
Generative Recommendation with Continuous-Token Diffusion
Generative Recommendation with Continuous-Token Diffusion
Haohao Qu
Wenqi Fan
Shanru Lin
DiffM
181
1
0
16 Apr 2025
Exploring Backdoor Attack and Defense for LLM-empowered Recommendations
Exploring Backdoor Attack and Defense for LLM-empowered Recommendations
Liangbo Ning
Wenqi Fan
Qing Li
AAMLSILM
110
0
0
15 Apr 2025
Dynamic Compressing Prompts for Efficient Inference of Large Language Models
Dynamic Compressing Prompts for Efficient Inference of Large Language Models
Jinwu Hu
Wentao Zhang
Yufeng Wang
Yu Hu
Bin Xiao
Mingkui Tan
Qing Du
109
2
0
15 Apr 2025
Enhancing LLM-based Recommendation through Semantic-Aligned Collaborative Knowledge
Enhancing LLM-based Recommendation through Semantic-Aligned Collaborative Knowledge
Zihan Wang
Jinghao Lin
Xiaocui Yang
Yongkang Liu
Shi Feng
Daling Wang
Yanzhe Zhang
55
0
0
14 Apr 2025
Slow Thinking for Sequential Recommendation
Slow Thinking for Sequential Recommendation
Junjie Zhang
Beichen Zhang
Wenqi Sun
Hongyu Lu
Wayne Xin Zhao
Yu Chen
Ji-Rong Wen
OffRLLRM
105
1
0
13 Apr 2025
Distilling Transitional Pattern to Large Language Models for Multimodal Session-based Recommendation
Distilling Transitional Pattern to Large Language Models for Multimodal Session-based Recommendation
Jiajie Su
Qiyong Zhong
Yunshan Ma
Weiming Liu
Chaochao Chen
Xiaolin Zheng
Yuxiang Cai
Tat-Seng Chua
77
0
0
13 Apr 2025
CheatAgent: Attacking LLM-Empowered Recommender Systems via LLM Agent
CheatAgent: Attacking LLM-Empowered Recommender Systems via LLM Agent
Liang-bo Ning
Shijie Wang
Wenqi Fan
Qing Li
Xin Xu
Hao Chen
Feiran Huang
AAML
105
21
0
13 Apr 2025
FairEval: Evaluating Fairness in LLM-Based Recommendations with Personality Awareness
FairEval: Evaluating Fairness in LLM-Based Recommendations with Personality Awareness
Chandan Kumar Sah
Xiaoli Lian
Tony Xu
Li Zhang
80
0
0
10 Apr 2025
Can LLM-Driven Hard Negative Sampling Empower Collaborative Filtering? Findings and Potentials
Can LLM-Driven Hard Negative Sampling Empower Collaborative Filtering? Findings and Potentials
Chu Zhao
Enneng Yang
Yuting Liu
Jianzhe Zhao
G. Guo
Xingwei Wang
76
0
0
07 Apr 2025
Investigating and Mitigating Stereotype-aware Unfairness in LLM-based Recommendations
Investigating and Mitigating Stereotype-aware Unfairness in LLM-based Recommendations
Zihuai Zhao
Wenqi Fan
Yao Wu
Qing Li
141
1
0
05 Apr 2025
The H-Elena Trojan Virus to Infect Model Weights: A Wake-Up Call on the Security Risks of Malicious Fine-Tuning
The H-Elena Trojan Virus to Infect Model Weights: A Wake-Up Call on the Security Risks of Malicious Fine-Tuning
Virilo Tejedor
Cristina Zuheros
Carlos Peláez-González
David Herrera-Poyatos
Andrés Herrera-Poyatos
F. Herrera
58
0
0
04 Apr 2025
Retrieval-Augmented Purifier for Robust LLM-Empowered Recommendation
Retrieval-Augmented Purifier for Robust LLM-Empowered Recommendation
Liangbo Ning
Wenqi Fan
Qing Li
AAML
88
1
0
03 Apr 2025
DrunkAgent: Stealthy Memory Corruption in LLM-Powered Recommender Agents
DrunkAgent: Stealthy Memory Corruption in LLM-Powered Recommender Agents
Shiyi Yang
Zhibo Hu
Xinshu Li
Chen Wang
Tong Yu
Xiwei Xu
Liming Zhu
Lina Yao
AAML
103
0
0
31 Mar 2025
RALLRec+: Retrieval Augmented Large Language Model Recommendation with Reasoning
RALLRec+: Retrieval Augmented Large Language Model Recommendation with Reasoning
Sichun Luo
Jian Xu
Xinsong Zhang
Linrong Wang
Sicong Liu
Hanxu Hou
Linqi Song
RALM3DVLRM
107
0
0
26 Mar 2025
RouterEval: A Comprehensive Benchmark for Routing LLMs to Explore Model-level Scaling Up in LLMs
RouterEval: A Comprehensive Benchmark for Routing LLMs to Explore Model-level Scaling Up in LLMs
Zhongzhan Huang
Guoming Ling
Vincent S. Liang
Yupei Lin
Yandong Chen
Shanshan Zhong
Hefeng Wu
LRM
206
7
0
08 Mar 2025
Benchmarking LLMs in Recommendation Tasks: A Comparative Evaluation with Conventional Recommenders
Qijiong Liu
Jieming Zhu
Lu Fan
Kun Wang
Hengchang Hu
Wei Guo
Yong Liu
Xiao-Ming Wu
91
0
0
07 Mar 2025
Interpersonal Memory Matters: A New Task for Proactive Dialogue Utilizing Conversational History
Bowen Wu
Wenqing Wang
Haoran Li
Ying Li
Jingsong Yu
Baoxun Wang
76
1
0
07 Mar 2025
Semantic Retrieval Augmented Contrastive Learning for Sequential Recommendation
Ziqiang Cui
Yunpeng Weng
Xing Tang
Xiaokun Zhang
Dugang Liu
...
Peiyang Liu
Bowei He
Weihong Luo
Xiuqiang He
Chen Ma
AI4TS
124
1
0
06 Mar 2025
UQABench: Evaluating User Embedding for Prompting LLMs in Personalized Question Answering
UQABench: Evaluating User Embedding for Prompting LLMs in Personalized Question Answering
Liu Liu
Shilei Liu
Yujin Yuan
Yanzhe Zhang
Bencheng Yan
...
Di Wang
Wenbo Su
Pengjie Wang
Jian Xu
Bo Zheng
116
1
0
26 Feb 2025
FilterLLM: Text-To-Distribution LLM for Billion-Scale Cold-Start Recommendation
Ruochen Liu
Hao-Heng Chen
Yuanchen Bei
Zhenhong Zhou
Lijia Chen
Qijie Shen
Feiran Huang
Fakhri Karray
Shuaiqiang Wang
VLM
137
0
0
24 Feb 2025
RankFlow: A Multi-Role Collaborative Reranking Workflow Utilizing Large Language Models
RankFlow: A Multi-Role Collaborative Reranking Workflow Utilizing Large Language Models
Can Jin
Hongwu Peng
Anxiang Zhang
Nuo Chen
Jiahui Zhao
...
Keqin Li
Shuya Feng
Kai Zhong
Caiwen Ding
Dimitris N. Metaxas
236
2
0
02 Feb 2025
Using Large Language Models for education managements in Vietnamese with low resources
Duc Do Minh
Vinh Nguyen Van
Thang Dam Cong
90
1
0
28 Jan 2025
Large Language Model Distilling Medication Recommendation Model
Large Language Model Distilling Medication Recommendation Model
Qidong Liu
Xian Wu
Xiangyu Zhao
Yuanshao Zhu
Zijian Zhang
Feng Tian
Yefeng Zheng
LM&MA
137
20
0
28 Jan 2025
SSD4Rec: A Structured State Space Duality Model for Efficient Sequential Recommendation
SSD4Rec: A Structured State Space Duality Model for Efficient Sequential Recommendation
Haohao Qu
Yifeng Zhang
Liangbo Ning
Wenqi Fan
Qing Li
Mamba
193
9
0
17 Jan 2025
Tapping the Potential of Large Language Models as Recommender Systems: A Comprehensive Framework and Empirical Analysis
Tapping the Potential of Large Language Models as Recommender Systems: A Comprehensive Framework and Empirical Analysis
Lanling Xu
Junjie Zhang
Bingqian Li
Jinpeng Wang
Sheng Chen
Wayne Xin Zhao
Ji-Rong Wen
183
18
0
17 Jan 2025

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