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Towards Agentic Recommender Systems in the Era of Multimodal Large Language Models

Towards Agentic Recommender Systems in the Era of Multimodal Large Language Models

Chengkai Huang
Junda Wu
Yu Xia
Zixu Yu
Ruhan Wang
Tong Yu
Ruiyi Zhang
Ryan Rossi
Branislav Kveton
Dongruo Zhou
Julian McAuley
Lina Yao
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Papers citing "Towards Agentic Recommender Systems in the Era of Multimodal Large Language Models"

17 / 17 papers shown
Title
Vibe Coding vs. Agentic Coding: Fundamentals and Practical Implications of Agentic AI
Vibe Coding vs. Agentic Coding: Fundamentals and Practical Implications of Agentic AI
Ranjan Sapkota
Konstantinos I. Roumeliotis
Manoj Karkee
96
1
0
26 May 2025
AgentRecBench: Benchmarking LLM Agent-based Personalized Recommender Systems
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
86
1
0
26 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
81
1
0
23 Apr 2025
AgentRec: Agent Recommendation Using Sentence Embeddings Aligned to Human Feedback
AgentRec: Agent Recommendation Using Sentence Embeddings Aligned to Human Feedback
Joshua Park
Yongfeng Zhang
LLMAGLM&Ro
155
2
0
23 Jan 2025
AI PERSONA: Towards Life-long Personalization of LLMs
AI PERSONA: Towards Life-long Personalization of LLMs
Tiannan Wang
Meiling Tao
Ruoyu Fang
Huilin Wang
Shuai Wang
Yuchen Eleanor Jiang
Wangchunshu Zhou
122
8
0
17 Dec 2024
Large Language Models Empowered Personalized Web Agents
Large Language Models Empowered Personalized Web Agents
Hongru Cai
Yongqi Li
Wenjie Wang
Fengbin Zhu
Xiaoyu Shen
Wenjie Li
Tat-Seng Chua
LLMAG
164
20
0
22 Oct 2024
RDRec: Rationale Distillation for LLM-based Recommendation
RDRec: Rationale Distillation for LLM-based Recommendation
Xinfeng Wang
Jin Cui
Yoshimi Suzuki
Fumiyo Fukumoto
LRM
81
13
0
17 May 2024
CoRAL: Collaborative Retrieval-Augmented Large Language Models Improve Long-tail Recommendation
CoRAL: Collaborative Retrieval-Augmented Large Language Models Improve Long-tail Recommendation
Junda Wu
Cheng-Chun Chang
Tong Yu
Zhankui He
Jianing Wang
Yupeng Hou
Julian McAuley
LRMRALM
82
27
0
11 Mar 2024
InjecAgent: Benchmarking Indirect Prompt Injections in Tool-Integrated Large Language Model Agents
InjecAgent: Benchmarking Indirect Prompt Injections in Tool-Integrated Large Language Model Agents
Qiusi Zhan
Zhixiang Liang
Zifan Ying
Daniel Kang
LLMAG
123
103
0
05 Mar 2024
A Multi-Agent Conversational Recommender System
A Multi-Agent Conversational Recommender System
Jiabao Fang
Shen Gao
Pengjie Ren
Preslav Nakov
Suzan Verberne
Zhaochun Ren
LLMAG
77
24
0
02 Feb 2024
AgentCF: Collaborative Learning with Autonomous Language Agents for Recommender Systems
AgentCF: Collaborative Learning with Autonomous Language Agents for Recommender Systems
Junjie Zhang
Yupeng Hou
Ruobing Xie
Wenqi Sun
Julian McAuley
Wayne Xin Zhao
Leyu Lin
Ji-Rong Wen
LLMAG
45
84
0
13 Oct 2023
CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society
CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society
Ge Li
Hasan Hammoud
Hani Itani
Dmitrii Khizbullin
Guohao Li
SyDaALM
133
513
0
31 Mar 2023
GPT-4 Technical Report
GPT-4 Technical Report
OpenAI OpenAI
OpenAI Josh Achiam
Steven Adler
Sandhini Agarwal
Lama Ahmad
...
Shengjia Zhao
Tianhao Zheng
Juntang Zhuang
William Zhuk
Barret Zoph
LLMAGMLLM
1.5K
14,761
0
15 Mar 2023
ReAct: Synergizing Reasoning and Acting in Language Models
ReAct: Synergizing Reasoning and Acting in Language Models
Shunyu Yao
Jeffrey Zhao
Dian Yu
Nan Du
Izhak Shafran
Karthik Narasimhan
Yuan Cao
LLMAGReLMLRM
450
2,976
0
06 Oct 2022
Generate Natural Language Explanations for Recommendation
Generate Natural Language Explanations for Recommendation
H. Chen
Xu Chen
Shaoyun Shi
Yongfeng Zhang
LRM
71
60
0
09 Jan 2021
RecSim: A Configurable Simulation Platform for Recommender Systems
RecSim: A Configurable Simulation Platform for Recommender Systems
Eugene Ie
Chih-Wei Hsu
Martin Mladenov
Vihan Jain
Sanmit Narvekar
Jing Wang
Rui Wu
Craig Boutilier
115
183
0
11 Sep 2019
Reinforcement Knowledge Graph Reasoning for Explainable Recommendation
Reinforcement Knowledge Graph Reasoning for Explainable Recommendation
Yikun Xian
Zuohui Fu
S. Muthukrishnan
Gerard de Melo
Yongfeng Zhang
76
465
0
12 Jun 2019

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