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1812.07617
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Towards Deep Conversational Recommendations
18 December 2018
Raymond Li
Samira Ebrahimi Kahou
Hannes Schulz
Vincent Michalski
Laurent Charlin
C. Pal
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Papers citing
"Towards Deep Conversational Recommendations"
50 / 183 papers shown
UserSimCRS v2: Simulation-Based Evaluation for Conversational Recommender Systems
Nolwenn Bernard
K. Balog
188
0
0
04 Dec 2025
RecToM: A Benchmark for Evaluating Machine Theory of Mind in LLM-based Conversational Recommender Systems
Mengfan Li
Xuanhua Shi
Yang Deng
LLMAG
40
0
0
27 Nov 2025
Enhancing Conversational Recommender Systems with Tree-Structured Knowledge and Pretrained Language Models
Yongwen Ren
Chao Wang
Peng Du
Chuan Qin
Dazhong Shen
H. Xiong
KELM
140
0
0
16 Nov 2025
VOGUE: A Multimodal Dataset for Conversational Recommendation in Fashion
David Guo
Minqi Sun
Yilun Jiang
Jiazhou Liang
Scott Sanner
AI4TS
176
0
0
24 Oct 2025
Rank-GRPO: Training LLM-based Conversational Recommender Systems with Reinforcement Learning
Yaochen Zhu
Harald Steck
Dawen Liang
Yinhan He
Vito Ostuni
Jundong Li
Nathan Kallus
240
0
0
23 Oct 2025
Limitations of Current Evaluation Practices for Conversational Recommender Systems and the Potential of User Simulation
Nolwenn Bernard
K. Balog
114
2
0
07 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
Reinforced Strategy Optimization for Conversational Recommender Systems via Network-of-Experts
Xiaoyan Zhao
Ming Yan
Yang Zhang
Yang Deng
Jian Wang
Fengbin Zhu
Yilun Qiu
Hong Cheng
Tat-Seng Chua
251
1
0
30 Sep 2025
MADS: Multi-Agent Dialogue Simulation for Diverse Persuasion Data Generation
Mingjin Li
Yu Liu
Huayi Liu
Xiang Ye
Chao Jiang
Hongguang Zhang
Yu Ruan
212
2
0
30 Sep 2025
Paired by the Teacher: Turning Unpaired Data into High-Fidelity Pairs for Low-Resource Text Generation
Yen-Ju Lu
Thomas Thebaud
Laureano Moro-Velazquez
Najim Dehak
Jesus Villalba
136
1
0
29 Sep 2025
MusiCRS: Benchmarking Audio-Centric Conversational Recommendation
Rohan Surana
Amit Namburi
Gagan Mundada
Abhay Lal
Zachary Novack
Julian McAuley
Junda Wu
124
1
0
23 Sep 2025
ReGeS: Reciprocal Retrieval-Generation Synergy for Conversational Recommender Systems
Dayu Yang
H. Fang
72
0
0
22 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
Cloud-Device Collaborative Agents for Sequential Recommendation
Jing Long
Sirui Huang
Huan Huo
Tong Chen
Hongzhi Yin
Guandong Xu
75
0
0
01 Sep 2025
Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization
Manato Tajiri
Michimasa Inaba
149
0
0
27 Aug 2025
A Survey of Affective Recommender Systems: Modeling Attitudes, Emotions, and Moods for Personalization
Tonmoy Hasan
Razvan Bunescu
AI4TS
100
2
0
27 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
Failure Prediction in Conversational Recommendation Systems
ACM Conference on Recommender Systems (RecSys), 2025
Maria Vlachou
109
0
0
23 Jul 2025
SimLab: A Platform for Simulation-based Evaluation of Conversational Information Access Systems
Nolwenn Bernard
Sharath Chandra Etagi Suresh
K. Balog
ChengXiang Zhai
159
0
0
07 Jul 2025
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Yuanzhe Hu
Yu Wang
Julian McAuley
LLMAG
KELM
192
25
0
07 Jul 2025
Multi-Interest Recommendation: A Survey
Zihao Li
Qiang Chen
Lixin Zou
Aixin Sun
Chenliang Li
AI4TS
187
0
0
18 Jun 2025
Dagstuhl Perspectives Workshop 24352 -- Conversational Agents: A Framework for Evaluation (CAFE): Manifesto
Christine Bauer
Li Chen
Nicola Ferro
N. Fuhr
Avishek Anand
...
Scott Sanner
Benno Stein
Johanne R. Trippas
Karin Verspoor
Martijn C Willemsen
149
0
0
08 Jun 2025
A Text-Based Recommender System that Leverages Explicit Affective State Preferences
Tonmoy Hasan
Razvan Bunescu
317
0
0
26 May 2025
In-context Ranking Preference Optimization
Junda Wu
Rohan Surana
Zhouhang Xie
Yiran Shen
Yu Xia
Tong Yu
Ryan Rossi
Prithviraj Ammanabrolu
Julian McAuley
315
3
0
21 Apr 2025
Multi-Type Context-Aware Conversational Recommender Systems via Mixture-of-Experts
Information Fusion (Inf. Fusion), 2025
Jie Zou
Cheng Lin
Weikang Guo
Zheng Wang
Jiwei Wei
Yang Yang
Hengtao Shen
HAI
242
1
0
18 Apr 2025
MSCRS: Multi-modal Semantic Graph Prompt Learning Framework for Conversational Recommender Systems
Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025
Yibiao Wei
Jie Zou
Weikang Guo
Guoqing Wang
Xing Xu
Yang Yang
395
4
0
15 Apr 2025
Self-Adaptive Cognitive Debiasing for Large Language Models in Decision-Making
Yougang Lyu
Shijie Ren
Yue Feng
Zihan Wang
Zhongfu Chen
Zhaochun Ren
Maarten de Rijke
740
1
0
05 Apr 2025
Towards Personalized Conversational Sales Agents: Contextual User Profiling for Strategic Action
Kwangwook Seo
Jeongeun Lee
Soojin Yoon
Seon Gyeom Kim
Dongha Lee
678
2
0
28 Mar 2025
Empowering Retrieval-based Conversational Recommendation with Contrasting User Preferences
North American Chapter of the Association for Computational Linguistics (NAACL), 2025
Heejin Kook
Junyoung Kim
Seongmin Park
Jongwuk Lee
272
2
0
27 Mar 2025
Graph Retrieval-Augmented LLM for Conversational Recommendation Systems
Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), 2025
Zhangchi Qiu
Linhao Luo
Zicheng Zhao
Xiaojun Jia
Alan Wee-Chung Liew
RALM
198
6
0
09 Mar 2025
LLM-guided Plan and Retrieval: A Strategic Alignment for Interpretable User Satisfaction Estimation in Dialogue
North American Chapter of the Association for Computational Linguistics (NAACL), 2025
Sangyeop Kim
S. Park
Jaewon Jung
Jinseok Kim
Sungzoon Cho
248
3
0
06 Mar 2025
Persuasion Should be Double-Blind: A Multi-Domain Dialogue Dataset With Faithfulness Based on Causal Theory of Mind
Dingyi Zhang
Deyu Zhou
202
5
0
28 Feb 2025
Vague Preference Policy Learning for Conversational Recommendation
Gangyi Zhang
Chongming Gao
Wenqiang Lei
Xiaojie Guo
Shijun Li
Hongshen Chen
Zhuozhi Ding
Sulong Xu
Lingfei Wu
278
3
0
24 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
Wizard of Shopping: Target-Oriented E-commerce Dialogue Generation with Decision Tree Branching
Annual Meeting of the Association for Computational Linguistics (ACL), 2025
Xuelong Li
Zhiyu Zoey Chen
J. Choi
Nikhita Vedula
B. Fetahu
Oleg Rokhlenko
S. Malmasi
507
7
0
03 Feb 2025
Knowledge-Enhanced Conversational Recommendation via Transformer-based Sequential Modelling
Jie Zou
Aixin Sun
Cheng Long
Evangelos Kanoulas
LMTD
456
9
0
03 Dec 2024
Stop Playing the Guessing Game! Target-free User Simulation for Evaluating Conversational Recommender Systems
Sunghwan Kim
Kwangwook Seo
Kwangwook Seo
Jinyoung Yeo
Dongha Lee
259
3
0
25 Nov 2024
A Survey of Conversational Search
Fengran Mo
Kelong Mao
Ziliang Zhao
Hongjin Qian
Haonan Chen
Yiruo Cheng
Xiaochen Li
Yinlin Zhu
Zhicheng Dou
Jian-Yun Nie
KELM
518
21
0
21 Oct 2024
Multi-trait User Simulation with Adaptive Decoding for Conversational Task Assistants
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Rafael Ferreira
David Semedo
João Magalhães
182
4
0
16 Oct 2024
Controlled Automatic Task-Specific Synthetic Data Generation for Hallucination Detection
Yong Xie
Karan Aggarwal
Aitzaz Ahmad
Stephen Lau
218
1
0
16 Oct 2024
Elaborative Subtopic Query Reformulation for Broad and Indirect Queries in Travel Destination Recommendation
Qianfeng Wen
Yifan Liu
Joshua Zhang
George Saad
Anton Korikov
Yury Sambale
Scott Sanner
205
5
0
02 Oct 2024
Beyond Persuasion: Towards Conversational Recommender System with Credible Explanations
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Peixin Qin
Chen Huang
Yang Deng
Wenqiang Lei
Tat-Seng Chua
LRM
389
7
0
22 Sep 2024
Dialogue You Can Trust: Human and AI Perspectives on Generated Conversations
Ike Ebubechukwu
Johane Takeuchi
Antonello Ceravola
Frank Joublin
307
0
0
03 Sep 2024
Large Language Model Driven Recommendation
Anton Korikov
Scott Sanner
Yashar Deldjoo
Zhankui He
Julian McAuley
...
René Vidal
M. Sathiamoorthy
Atoosa Kasrizadeh
Silvia Milano
Francesco Ricci
306
0
0
20 Aug 2024
Leveraging Knowledge Graph Embedding for Effective Conversational Recommendation
Yunwen Xia
Hui Fang
Zhiyuan Zhao
Xuelong Li
166
0
0
02 Aug 2024
Zero-shot Persuasive Chatbots with LLM-Generated Strategies and Information Retrieval
Kazuaki Furumai
Roberto Legaspi
Julio Vizcarra
Yudai Yamazaki
Yasutaka Nishimura
Sina J. Semnani
Kazushi Ikeda
Weiyan Shi
Monica S. Lam
300
14
0
04 Jul 2024
Reindex-Then-Adapt: Improving Large Language Models for Conversational Recommendation
Zhankui He
Zhouhang Xie
Harald Steck
Dawen Liang
Rahul Jha
Nathan Kallus
Julian McAuley
308
15
0
20 May 2024
Incorporating External Knowledge and Goal Guidance for LLM-based Conversational Recommender Systems
Chuang Li
Yang Deng
Hengchang Hu
Min-Yen Kan
Haizhou Li
304
10
0
03 May 2024
Injecting Salesperson's Dialogue Strategies in Large Language Models with Chain-of-Thought Reasoning
Wen-Yu Chang
Yun-Nung Chen
306
12
0
29 Apr 2024
Simulating Task-Oriented Dialogues with State Transition Graphs and Large Language Models
Chris Samarinas
Pracha Promthaw
Atharva Nijasure
Hansi Zeng
Julian Killingback
Hamed Zamani
265
2
0
23 Apr 2024
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