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Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
25 March 2023
Yunfan Gao
Tao Sheng
Youlin Xiang
Yun Xiong
Haofen Wang
Jiawei Zhang
RALM
KELM
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Papers citing
"Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System"
50 / 99 papers shown
DSD: A Distributed Speculative Decoding Solution for Edge-Cloud Agile Large Model Serving
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190
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26 Nov 2025
Multimodal Large Language Models with Adaptive Preference Optimization for Sequential Recommendation
Y. Wang
Yonghui Yang
Le Wu
Y. Zhang
Richang Hong
AI4TS
271
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24 Nov 2025
To See or To Read: User Behavior Reasoning in Multimodal LLMs
Tianning Dong
Luyi Ma
Varun Vasudevan
Jason H. D. Cho
Sushant Kumar
Kannan Achan
156
0
0
05 Nov 2025
Inductive Transfer Learning for Graph-Based Recommenders
Florian Grötschla
Elia Trachsel
Luca A. Lanzendörfer
Roger Wattenhofer
80
0
0
26 Oct 2025
CTRL-Rec: Controlling Recommender Systems With Natural Language
Micah Carroll
Adeline Foote
Kevin Feng
Marcus Williams
Anca Dragan
W. B. Knox
S. Milli
64
1
0
14 Oct 2025
Reinforced Preference Optimization for Recommendation
Junfei Tan
Yuxin Chen
An Zhang
Junguang Jiang
Yinan Han
Ziru Xu
Han Zhu
Jian Xu
Bo Zheng
Xiang-Bin Wang
OffRL
178
1
0
14 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
ExplainRec: Towards Explainable Multi-Modal Zero-Shot Recommendation with Preference Attribution and Large Language Models
Bo Ma
LuYao Liu
ZeHua Hu
Simon Lau
LRM
57
0
0
03 Oct 2025
AgentRec: Next-Generation LLM-Powered Multi-Agent Collaborative Recommendation with Adaptive Intelligence
Bo Ma
Hang Li
ZeHua Hu
XiaoFan Gui
L. J. Liu
Simon Lau
100
0
0
02 Oct 2025
Conf-Profile: A Confidence-Driven Reasoning Paradigm for Label-Free User Profiling
Yingxin Li
J. Zhao
Xueyu Ren
Jie Tang
Wangjie You
...
Kan Zhou
Chao Feng
Jiao Ran
Y. Meng
Zhi Wang
88
0
0
23 Sep 2025
From latent factors to language: a user study on LLM-generated explanations for an inherently interpretable matrix-based recommender system
Maxime Manderlier
Fabian Lecron
Olivier Vu Thanh
Nicolas Gillis
LRM
134
0
0
23 Sep 2025
USB-Rec: An Effective Framework for Improving Conversational Recommendation Capability of Large Language Model
ACM Conference on Recommender Systems (RecSys), 2025
Jianyu Wen
Jingyun Wang
Cilin Yan
Jiayin Cai
Xiaolong Jiang
Ying Zhang
156
0
0
20 Sep 2025
Membership Inference Attacks on Recommender System: A Survey
Jiajie He
Xintong Chen
Xinyang Fang
Min-Chun Chen
Yuechun Gu
Keke Chen
151
0
0
14 Sep 2025
Customized Retrieval-Augmented Generation with LLM for Debiasing Recommendation Unlearning
H. Zhang
Chong Zhang
Peiyu Hu
Shi Qiu
Jia Wang
MU
CML
172
0
0
10 Sep 2025
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions
Yunqi Mi
Jiakui Shen
Guoshuai Zhao
Jialie Shen
Xueming Qian
FedML
112
0
0
27 Aug 2025
MLLMRec: Exploring the Potential of Multimodal Large Language Models in Recommender Systems
Yuzhuo Dang
Xin Zhang
Zhiqiang Pan
Yuxiao Duan
Wanyu Chen
Fei Cai
Honghui Chen
AI4TS
96
1
0
21 Aug 2025
M-
L
L
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3
LLM^3
LL
M
3
REC: A Motivation-Aware User-Item Interaction Framework for Enhancing Recommendation Accuracy with LLMs
Lining Chen
Qingwen Zeng
H. Chen
48
0
0
21 Aug 2025
TrackRec: Iterative Alternating Feedback with Chain-of-Thought via Preference Alignment for Recommendation
Yu Xia
Rui Zhong
Zeyu Song
Wei Yang
Junchen Wan
Qingpeng Cai
Chi Lu
Peng Jiang
LRM
113
4
0
21 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
180
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
120
0
0
19 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
CTR-Sink: Attention Sink for Language Models in Click-Through Rate Prediction
Zixuan Li
Binzong Geng
Jing Xiong
Yong He
Yuxuan Hu
...
Liang Zhang
Linjian Mo
Chengming Li
Chuan Yuan
Zhenan Sun
126
0
0
05 Aug 2025
Dual Collaborative LLMs via Continual Fine-Tuning for Serendipitous Recommendation
Hongxiang Lin
Hao Guo
Zeshun Li
Erpeng Xue
Yexiao He
Xiangyu Hou
Zhaoyu Hu
Lei Wang
Sheng Chen
126
0
0
01 Aug 2025
R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems
ACM Conference on Recommender Systems (RecSys), 2025
Hao Gu
Rui Zhong
Yu Xia
Wei Yang
Chi Lu
Peng Jiang
Kun Gai
LRM
234
7
0
23 Jul 2025
RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems
The Web Conference (WWW), 2025
Luyu Chen
Quanyu Dai
Zeyu Zhang
Xueyang Feng
Mingyu Zhang
Pengcheng Tang
X. Chen
Y. Zhu
Zhenhua Dong
197
2
0
25 Jun 2025
LLM-Enhanced Multimodal Fusion for Cross-Domain Sequential Recommendation
Wangyu Wu
Zhenhong Chen
Xianglin Qiu
Siqi Song
Xiaowei Huang
Fei Ma
Jimin Xiao
AI4TS
194
12
0
22 Jun 2025
GORACS: Group-level Optimal Transport-guided Coreset Selection for LLM-based Recommender Systems
Tiehua Mei
Hengrui Chen
Peng Yu
Jiaqing Liang
Deqing Yang
314
0
0
04 Jun 2025
IP-Dialog: Evaluating Implicit Personalization in Dialogue Systems with Synthetic Data
Bo Peng
Zhiheng Wang
Heyang Gong
Chaochao Lu
203
0
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03 Jun 2025
GRAM: Generative Recommendation via Semantic-aware Multi-granular Late Fusion
Annual Meeting of the Association for Computational Linguistics (ACL), 2025
Sunkyung Lee
Minjin Choi
Eunseong Choi
Hye-young Kim
Jongwuk Lee
VLM
154
2
0
02 Jun 2025
What Makes LLMs Effective Sequential Recommenders? A Study on Preference Intensity and Temporal Context
Z. Ouyang
Qianlong Wen
Chunhui Zhang
Yanfang Ye
Soroush Vosoughi
HAI
206
1
0
02 Jun 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
Conf-GNNRec: Quantifying and Calibrating the Prediction Confidence for GNN-based Recommendation Methods
The Web Conference (WWW), 2025
Meng Yan
Yilin Zhang
Xujing Wang
Ziyu Guan
Wei Zhao
Yuhang Zhou
97
2
0
22 May 2025
Memory Assisted LLM for Personalized Recommendation System
Jiarui Chen
274
3
0
03 May 2025
HistLLM: A Unified Framework for LLM-Based Multimodal Recommendation with User History Encoding and Compression
Chen Zhang
Bo Hu
Weidong Chen
Zhendong Mao
1.0K
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14 Apr 2025
StePO-Rec: Towards Personalized Outfit Styling Assistant via Knowledge-Guided Multi-Step Reasoning
Yuxi Bi
Yunfan Gao
Haoyu Wang
240
3
0
14 Apr 2025
User Feedback Alignment for LLM-powered Exploration in Large-scale Recommendation Systems
Jianling Wang
Yifan Liu
Yinghao Sun
Xuejian Ma
Yueqi Wang
...
Onkar Dalal
Ed Chi
Lichan Hong
Ningren Han
Haokai Lu
304
5
0
07 Apr 2025
Prompt Optimization with Logged Bandit Data
Haruka Kiyohara
Daniel Yiming Cao
Yuta Saito
Thorsten Joachims
422
0
0
03 Apr 2025
Rec-R1: Bridging Generative Large Language Models and User-Centric Recommendation Systems via Reinforcement Learning
J. Lin
Tian Wang
Kun Qian
LRM
536
16
0
31 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
278
0
0
12 Mar 2025
Uncovering Cross-Domain Recommendation Ability of Large Language Models
The Web Conference (WWW), 2025
Xinyi Liu
Ruijie Wang
Dachun Sun
Dilek Hakkani-Tur
Tarek Abdelzaher
854
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10 Mar 2025
Towards An Efficient LLM Training Paradigm for CTR Prediction
Allen Lin
Renqin Cai
Yun He
Hanchao Yu
Jing Qian
Rui Li
Qifan Wang
James Caverlee
401
0
0
02 Mar 2025
Mixture of Structural-and-Textual Retrieval over Text-rich Graph Knowledge Bases
Annual Meeting of the Association for Computational Linguistics (ACL), 2025
Y. Lei
Haoyu Han
Ryan Rossi
Franck Dernoncourt
Nedim Lipka
M. Halappanavar
Shucheng Zhou
Yu Wang
455
3
0
27 Feb 2025
Taxonomy-Guided Zero-Shot Recommendations with LLMs
International Conference on Computational Linguistics (COLING), 2024
Yueqing Liang
Liangwei Yang
Chen Wang
Xiongxiao Xu
Philip S. Yu
Kai Shu
332
13
0
21 Feb 2025
EAGER-LLM: Enhancing Large Language Models as Recommenders through Exogenous Behavior-Semantic Integration
The Web Conference (WWW), 2025
Minjie Hong
Yan Xia
Liang Luo
Jieming Zhu
Ye Wang
...
Xiaoda Yang
Quanyu Dai
Zhenhua Dong
Zhimeng Zhang
Zhou Zhao
248
17
0
21 Feb 2025
Large Language Model Distilling Medication Recommendation Model
Qidong Liu
Xian Wu
Xiangyu Zhao
Yuanshao Zhu
Zijian Zhang
Feng Tian
Yefeng Zheng
LM&MA
367
38
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28 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
Bridging Conversational and Collaborative Signals for Conversational Recommendation
The Web Conference (WWW), 2024
Ahmad Bin Rabiah
Nafis Sadeq
Julian McAuley
425
2
0
09 Dec 2024
Break the ID-Language Barrier: An Adaption Framework for LLM-based Sequential Recommendation
Xiaohan Yu
Li Zhang
Xin Zhao
Yue Wang
332
3
0
27 Nov 2024
Interpret the Internal States of Recommendation Model with Sparse Autoencoder
Jiayin Wang
Xiaoyu Zhang
Weizhi Ma
Zhiqiang Guo
Min Zhang
241
3
0
09 Nov 2024
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