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2310.09233
Cited By
AgentCF: Collaborative Learning with Autonomous Language Agents for Recommender Systems
13 October 2023
Junjie Zhang
Yupeng Hou
Ruobing Xie
Wenqi Sun
Julian McAuley
Wayne Xin Zhao
Leyu Lin
Ji-Rong Wen
LLMAG
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Papers citing
"AgentCF: Collaborative Learning with Autonomous Language Agents for Recommender Systems"
50 / 62 papers shown
Multi-Agent Collaborative Filtering: Orchestrating Users and Items for Agentic Recommendations
Yu Xia
Sungchul Kim
Tong Yu
Ryan Rossi
Julian McAuely
81
0
0
23 Nov 2025
MARC: Multimodal and Multi-Task Agentic Retrieval-Augmented Generation for Cold-Start Recommender System
Seung Hwan Cho
Yujin Yang
Danik Baeck
Minjoo Kim
Young-Min Kim
Heejung Lee
Sangjin Park
140
0
0
11 Nov 2025
Enhance Large Language Models as Recommendation Systems with Collaborative Filtering
Zhisheng Yang
Xiaofei Xu
Ke Deng
Li Li
110
0
0
17 Oct 2025
Does LLM Focus on the Right Words? Diagnosing Language Bias in LLM-based Recommenders
Bohao Wang
Jiawei Chen
Feng Liu
Changwang Zhang
Jun Wang
Canghong Jin
Chun-Yen Chen
Can Wang
112
0
0
13 Oct 2025
AgenticRAG: Tool-Augmented Foundation Models for Zero-Shot Explainable Recommender Systems
Bo Ma
Hang Li
ZeHua Hu
XiaoFan Gui
LuYao Liu
Simon Liu
LRM
123
0
0
03 Oct 2025
Generalized Multi-agent Social Simulation Framework
Gang Li
Jie Lin
Yining Tang
Ziteng Wang
Yirui Huang
Junyu Zhang
Shuang Luo
Chao Wu
Wenhan Luo
LLMAG
111
0
0
26 Sep 2025
Human vs. Agent in Task-Oriented Conversations
Zhefan Wang
Ning Geng
Zhiqiang Guo
Weizhi Ma
Min Zhang
186
0
0
22 Sep 2025
RecoWorld: Building Simulated Environments for Agentic Recommender Systems
Fei Liu
Xinyu Lin
Hanchao Yu
Mingyuan Wu
Jianyu Wang
...
Mingze Gao
Qifan Wang
Lizhu Zhang
Benyu Zhang
Xiangjun Fan
173
2
0
12 Sep 2025
STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning
Chenghao Wu
Ruiyang Ren
Junjie Zhang
Ruirui Wang
Zhongrui Ma
Qi Ye
Wayne Xin Zhao
OffRL
LRM
107
0
0
26 Aug 2025
Mirroring Users: Towards Building Preference-aligned User Simulator with User Feedback in Recommendation
Tianjun Wei
Huizhong Guo
Yingpeng Du
Zhu Sun
Chen Huang
Dongxia Wang
Jie Zhang
ALM
304
2
0
25 Aug 2025
Collab-REC: An LLM-based Agentic Framework for Balancing Recommendations in Tourism
Ashmi Banerjee
Fitri Nur Aisyah
Fitri Nur Aisyah
Wolfgang Wörndl
Yashar Deldjoo
189
1
0
20 Aug 2025
CARE: Contextual Adaptation of Recommenders for LLM-based Conversational Recommendation
Chuang Li
Yang Deng
Hengchang Hu
See-Kiong Ng
Min-Yen Kan
Haizhou Li
124
0
0
19 Aug 2025
Personas within Parameters: Fine-Tuning Small Language Models with Low-Rank Adapters to Mimic User Behaviors
Himanshu Thakur
Eshani Agrawal
Smruthi Mukund
106
3
0
18 Aug 2025
Diagnostic-Guided Dynamic Profile Optimization for LLM-based User Simulators in Sequential Recommendation
Hongyang Liu
Zhu Sun
Tianjun Wei
Yan Wang
Jiajie Zhu
Xinghua Qu
253
0
0
18 Aug 2025
On Negative-aware Preference Optimization for Recommendation
Chenlu Ding
Daoxuan Liu
Jiancan Wu
Xingyu Hu
Junkang Wu
Haitao Wang
Yongkang Wang
Xingxing Wang
Xiang Wang
136
0
0
13 Aug 2025
An Explainable Emotion Alignment Framework for LLM-Empowered Agent in Metaverse Service Ecosystem
Qun Ma
Xiao Xue
Ming Zhang
Yifan Shen
Zihan Zhao
121
0
0
30 Jul 2025
AgentRecBench: Benchmarking LLM Agent-based Personalized Recommender Systems
Yu Shang
Peijie Liu
Yuwei Yan
Zijing Wu
Leheng Sheng
...
An Zhang
Fengli Xu
Yu Wang
M. Zhang
Yong Li
LLMAG
390
7
0
26 May 2025
Reinforced Latent Reasoning for LLM-based Recommendation
Yang Zhang
Wenxin Xu
Xiaoyan Zhao
Wenjie Wang
Fuli Feng
Xiangnan He
Tat-Seng Chua
OffRL
LRM
245
19
0
25 May 2025
Bidirectional Knowledge Distillation for Enhancing Sequential Recommendation with Large Language Models
Jiongran Wu
Jiahao Liu
Dongsheng Li
Guangping Zhang
Mingzhe Han
Hansu Gu
Peng Zhang
Li Shang
Tun Lu
Ning Gu
146
0
0
23 May 2025
ThinkRec: Thinking-based recommendation via LLM
Qihang Yu
Kairui Fu
Shengyu Zhang
Zheqi Lv
Fan Wu
Fei Wu
LRM
254
5
0
21 May 2025
LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems
Shengkang Gu
Jiahao Liu
Dongsheng Li
Guangping Zhang
Mingzhe Han
Hansu Gu
Peng Zhang
Ning Gu
Li Shang
Tun Lu
AAML
266
2
0
18 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
298
7
0
23 Apr 2025
Explainable Recommendation with Simulated Human Feedback
Jiakai Tang
Jingsen Zhang
Zihang Tian
Xueyang Feng
Lei Wang
Xu Chen
OffRL
894
1
0
19 Apr 2025
SimUSER: Simulating User Behavior with Large Language Models for Recommender System Evaluation
Nicolas Bougie
Narimasa Watanabe
210
9
0
17 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
317
3
0
13 Apr 2025
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
356
0
0
31 Mar 2025
RuleAgent: Discovering Rules for Recommendation Denoising with Autonomous Language Agents
Zongwei Wang
Min Gao
Junliang Yu
Yupeng Hou
S. Sadiq
Hongzhi Yin
AI4CE
275
1
0
30 Mar 2025
Towards Agentic Recommender Systems in the Era of Multimodal Large Language Models
Chengkai Huang
Junda Wu
Yu Xia
Zixu Yu
Ruhan Wang
...
Ryan Rossi
Branislav Kveton
Dongruo Zhou
Julian McAuley
Lina Yao
311
14
0
20 Mar 2025
Harmonizing Large Language Models with Collaborative Behavioral Signals for Conversational Recommendation
Ge Li
Kuo Tian
Jinnan Qi
Qinghan Fu
Zhen Wu
Xinyu Dai
279
1
0
12 Mar 2025
Process-Supervised LLM Recommenders via Flow-guided Tuning
Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025
Chongming Gao
Mengyao Gao
Chenxiao Fan
Shuai Yuan
Wentao Shi
Xiangnan He
376
17
0
10 Mar 2025
A Survey of Large Language Model Empowered Agents for Recommendation and Search: Towards Next-Generation Information Retrieval
Yu Zhang
Shutong Qiao
Jiaqi Zhang
Tzu-Heng Lin
Chen Gao
Yongqian Li
LM&Ro
LM&MA
622
21
0
07 Mar 2025
PersonaX: A Recommendation Agent Oriented User Modeling Framework for Long Behavior Sequence
Annual Meeting of the Association for Computational Linguistics (ACL), 2025
Yunxiao Shi
Wujiang Xu
Zeqi Zhang
Xing Zi
Qiang Wu
Min Xu
413
12
0
04 Mar 2025
AgentSociety Challenge: Designing LLM Agents for User Modeling and Recommendation on Web Platforms
The Web Conference (WWW), 2025
Yuwei Yan
Yu Shang
Qingbin Zeng
Yu-Feng Li
Keyu Zhao
...
Tianji Wu
Shengen Yan
Yu Wang
Fengli Xu
Yongqian Li
LLMAG
AI4TS
322
10
0
26 Feb 2025
Order-agnostic Identifier for Large Language Model-based Generative Recommendation
Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025
Xinyu Lin
Haihan Shi
Wenjie Wang
Fuli Feng
Qifan Wang
See-Kiong Ng
Tat-Seng Chua
301
15
0
15 Feb 2025
A Survey on LLM-powered Agents for Recommender Systems
Qiyao Peng
Hongtao Liu
Hua Huang
Qing Yang
Minglai Shao
LLMAG
LRM
424
18
0
14 Feb 2025
Knowledge is Power: Harnessing Large Language Models for Enhanced Cognitive Diagnosis
AAAI Conference on Artificial Intelligence (AAAI), 2025
Zhiang Dong
Jingyuan Chen
Leilei Gan
AI4Ed
274
10
0
08 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
321
6
0
28 Jan 2025
Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents
Junkai Li
Yunghwei Lai
Weitao Li
Jingyi Ren
Meng Zhang
...
Siyu Wang
Ziwei Sun
Yanzhe Zhang
Weizhi Ma
Yang Liu
LLMAG
LM&MA
LM&Ro
MedIm
526
213
0
20 Jan 2025
Tapping the Potential of Large Language Models as Recommender Systems: A Comprehensive Framework and Empirical Analysis
ACM Transactions on Knowledge Discovery from Data (TKDD), 2024
Lanling Xu
Junjie Zhang
Bingqian Li
Jinpeng Wang
Sheng Chen
Wayne Xin Zhao
Ji-Rong Wen
446
25
0
17 Jan 2025
Multi-Agent Collaboration Mechanisms: A Survey of LLMs
Khanh-Tung Tran
Dung Dao
Minh-Duong Nguyen
Quoc-Viet Pham
Barry O'Sullivan
Hoang D. Nguyen
LLMAG
309
238
0
10 Jan 2025
SPRec: Self-Play to Debias LLM-based Recommendation
The Web Conference (WWW), 2024
Chongming Gao
Ruijun Chen
Shuai Yuan
Kexin Huang
Yuanqing Yu
Xiangnan He
269
0
0
12 Dec 2024
From Individual to Society: A Survey on Social Simulation Driven by Large Language Model-based Agents
Xinyi Mou
Xuanwen Ding
Qi He
Liang Wang
Jingcong Liang
...
Lin Sun
Jiayu Lin
Jie Zhou
Xuanjing Huang
Zhongyu Wei
LLMAG
LM&Ro
AI4CE
438
50
0
04 Dec 2024
LLM-KT: A Versatile Framework for Knowledge Transfer from Large Language Models to Collaborative Filtering
Nikita Severin
Aleksei Ziablitsev
Yulia Savelyeva
Valeriy Tashchilin
Ivan Bulychev
...
Artem Kushneruk
Amaliya Zaryvnykh
Dmitrii Kiselev
Andrey V. Savchenko
Ilya Makarov
187
1
0
01 Nov 2024
Causality-Enhanced Behavior Sequence Modeling in LLMs for Personalized Recommendation
Yang Zhang
Juntao You
Yimeng Bai
Jizhi Zhang
Keqin Bao
Wenjie Wang
Tat-Seng Chua
CML
199
11
0
30 Oct 2024
MACPO: Weak-to-Strong Alignment via Multi-Agent Contrastive Preference Optimization
International Conference on Learning Representations (ICLR), 2024
Yougang Lyu
Lingyong Yan
Zihan Wang
D. Yin
Sudipta Singha Roy
Maarten de Rijke
Zhaochun Ren
582
15
0
10 Oct 2024
KARMA: Augmenting Embodied AI Agents with Long-and-short Term Memory Systems
IEEE International Conference on Robotics and Automation (ICRA), 2024
Zixuan Wang
Bo Yu
Junzhe Zhao
Wenhao Sun
Sai Hou
Shuai Liang
Xing Hu
Yinhe Han
Yiming Gan
418
13
0
23 Sep 2024
EasyRec: Simple yet Effective Language Models for Recommendation
Xubin Ren
Chao Huang
SyDa
474
13
0
16 Aug 2024
Towards Rationality in Language and Multimodal Agents: A Survey
Bowen Jiang
Yangxinyu Xie
Xiaomeng Wang
Yuan Yuan
Camillo J Taylor
Tanwi Mallick
Weijie J. Su
Camillo J. Taylor
Tanwi Mallick
LLMAG
335
4
0
01 Jun 2024
Large Language Model (LLM) for Telecommunications: A Comprehensive Survey on Principles, Key Techniques, and Opportunities
IEEE Communications Surveys and Tutorials (COMST), 2024
Hao Zhou
Chengming Hu
Ye Yuan
Yufei Cui
Yili Jin
...
Di Wu
Xue Liu
Charlie Zhang
Xianbin Wang
Jiangchuan Liu
292
180
0
17 May 2024
Efficient and Responsible Adaptation of Large Language Models for Robust Top-k Recommendations
Kirandeep Kaur
Chirag Shah
238
4
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01 May 2024
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