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A Survey on Conversational Recommender Systems

A Survey on Conversational Recommender Systems

1 April 2020
Dietmar Jannach
A. Manzoor
Wanling Cai
Li Chen
ArXivPDFHTML

Papers citing "A Survey on Conversational Recommender Systems"

37 / 37 papers shown
Title
Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User
Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User
Xinyu Wang
Chunxuan Xia
Junyi Li
Fanzhe Meng
Lei Huang
Jinpeng Wang
Wayne Xin Zhao
Ji-Rong Wen
63
0
0
29 Apr 2025
Are Generative AI Agents Effective Personalized Financial Advisors?
Are Generative AI Agents Effective Personalized Financial Advisors?
Takehiro Takayanagi
Kiyoshi Izumi
Javier Sanz-Cruzado
R. McCreadie
I. Ounis
AIFin
31
0
0
08 Apr 2025
Cognitive Debiasing Large Language Models for Decision-Making
Cognitive Debiasing Large Language Models for Decision-Making
Yougang Lyu
Shijie Ren
Yue Feng
Zihan Wang
Z. Chen
Z. Z. Ren
Maarten de Rijke
38
0
0
05 Apr 2025
Towards Personalized Conversational Sales Agents : Contextual User Profiling for Strategic Action
Towards Personalized Conversational Sales Agents : Contextual User Profiling for Strategic Action
Tongyoung Kim
Jeongeun Lee
Soojin Yoon
S. Kim
Dongha Lee
27
0
0
28 Mar 2025
A Survey of Large Language Model Empowered Agents for Recommendation and Search: Towards Next-Generation Information Retrieval
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
Yicong Li
LM&Ro
LM&MA
90
1
0
07 Mar 2025
Conversational Planning for Personal Plans
Konstantina Christakopoulou
Iris Qu
John Canny
Andrew Goodridge
Cj Adams
Minmin Chen
Maja Matarić
LLMAG
LM&Ro
62
0
0
26 Feb 2025
Diffusion Models in Recommendation Systems: A Survey
Diffusion Models in Recommendation Systems: A Survey
Ting-Ruen Wei
Yi Fang
87
2
0
20 Feb 2025
A Survey on LLM-powered Agents for Recommender Systems
A Survey on LLM-powered Agents for Recommender Systems
Qiyao Peng
Hongtao Liu
Hua Huang
Qing Yang
Minglai Shao
LLMAG
LRM
86
2
0
14 Feb 2025
SAPIENT: Mastering Multi-turn Conversational Recommendation with Strategic Planning and Monte Carlo Tree Search
SAPIENT: Mastering Multi-turn Conversational Recommendation with Strategic Planning and Monte Carlo Tree Search
Hanwen Du
B. Peng
Xia Ning
38
0
0
12 Oct 2024
FLARE: Fusing Language Models and Collaborative Architectures for Recommender Enhancement
FLARE: Fusing Language Models and Collaborative Architectures for Recommender Enhancement
Liam Hebert
Marialena Kyriakidi
Hubert Pham
Krishna Sayana
James Pine
Sukhdeep S. Sodhi
Ambarish Jash
VLM
56
4
0
18 Sep 2024
EventChat: Implementation and user-centric evaluation of a large
  language model-driven conversational recommender system for exploring leisure
  events in an SME context
EventChat: Implementation and user-centric evaluation of a large language model-driven conversational recommender system for exploring leisure events in an SME context
Hannes Kunstmann
J. Ollier
Joel Persson
F. Wangenheim
37
0
0
05 Jul 2024
Retrieval-Augmented Conversational Recommendation with Prompt-based
  Semi-Structured Natural Language State Tracking
Retrieval-Augmented Conversational Recommendation with Prompt-based Semi-Structured Natural Language State Tracking
Sara Kemper
Justin Cui
Kai Dicarlantonio
Kathy Lin
Danjie Tang
A. Korikov
Scott Sanner
22
11
0
25 May 2024
"I Want It That Way": Enabling Interactive Decision Support Using Large
  Language Models and Constraint Programming
"I Want It That Way": Enabling Interactive Decision Support Using Large Language Models and Constraint Programming
Connor Lawless
Jakob Schoeffer
Lindy Le
Kael Rowan
Shilad Sen
Cristina St. Hill
Jina Suh
Bahar Sarrafzadeh
41
8
0
12 Dec 2023
MuseChat: A Conversational Music Recommendation System for Videos
MuseChat: A Conversational Music Recommendation System for Videos
Zhikang Dong
Bin Chen
Xiulong Liu
Paweł Polak
Peng Zhang
LRM
45
26
0
10 Oct 2023
ChoiceMates: Supporting Unfamiliar Online Decision-Making with Multi-Agent Conversational Interactions
ChoiceMates: Supporting Unfamiliar Online Decision-Making with Multi-Agent Conversational Interactions
Jeongeon Park
Bryan Min
Xiaojuan Ma
Juho Kim
Xiaojuan Ma
Juho Kim
54
15
0
02 Oct 2023
Incorporating Recklessness to Collaborative Filtering based Recommender
  Systems
Incorporating Recklessness to Collaborative Filtering based Recommender Systems
Diego Pérez-López
Fernando Ortega
Ángel González-Prieto
Jorge Duenas-Lerín
26
1
0
03 Aug 2023
AUGUST: an Automatic Generation Understudy for Synthesizing
  Conversational Recommendation Datasets
AUGUST: an Automatic Generation Understudy for Synthesizing Conversational Recommendation Datasets
Yu Lu
Junwei Bao
Zichen Ma
Xiaoguang Han
Youzheng Wu
Shuguang Cui
Xiaodong He
21
3
0
16 Jun 2023
Interactive Explanation with Varying Level of Details in an Explainable
  Scientific Literature Recommender System
Interactive Explanation with Varying Level of Details in an Explainable Scientific Literature Recommender System
Mouadh Guesmi
Mohamed Amine Chatti
Shoeb Joarder
Qurat Ul Ain
R. Alatrash
Clara Siepmann
Tannaz Vahidi
16
9
0
09 Jun 2023
Towards Explainable Conversational Recommender Systems
Towards Explainable Conversational Recommender Systems
Shuyu Guo
Shuo Zhang
Weiwei Sun
Pengjie Ren
Zhumin Chen
Z. Ren
LRM
18
13
0
27 May 2023
Visualization for Recommendation Explainability: A Survey and New
  Perspectives
Visualization for Recommendation Explainability: A Survey and New Perspectives
Mohamed Amine Chatti
Mouadh Guesmi
Arham Muslim
XAI
HAI
LRM
30
5
0
19 May 2023
Leveraging Large Language Models in Conversational Recommender Systems
Leveraging Large Language Models in Conversational Recommender Systems
Luke Friedman
Sameer Ahuja
David Allen
Zhenning Tan
Hakim Sidahmed
...
Ajay Patel
Harsh Lara
Brian Chu
Zexiang Chen
Manoj Kumar Tiwari
32
102
0
13 May 2023
Beyond Single Items: Exploring User Preferences in Item Sets with the
  Conversational Playlist Curation Dataset
Beyond Single Items: Exploring User Preferences in Item Sets with the Conversational Playlist Curation Dataset
Arun Tejasvi Chaganty
Megan Leszczynski
Shu Zhen Zhang
Ravi Ganti
K. Balog
Filip Radlinski
22
10
0
13 Mar 2023
Recommender Systems: A Primer
Recommender Systems: A Primer
P. Castells
Dietmar Jannach
OffRL
32
5
0
06 Feb 2023
MANER: Mask Augmented Named Entity Recognition for Extreme Low-Resource
  Languages
MANER: Mask Augmented Named Entity Recognition for Extreme Low-Resource Languages
Shashank Sonkar
Zichao Wang
Richard G. Baraniuk
29
1
0
19 Dec 2022
COLA: Improving Conversational Recommender Systems by Collaborative
  Augmentation
COLA: Improving Conversational Recommender Systems by Collaborative Augmentation
Dongding Lin
Jian Wang
Wenjie Li
21
13
0
15 Dec 2022
Intent Recognition in Conversational Recommender Systems
Intent Recognition in Conversational Recommender Systems
Sahar Moradizeyveh
39
5
0
06 Dec 2022
The Long Tail of Context: Does it Exist and Matter?
The Long Tail of Context: Does it Exist and Matter?
Konstantin Bauman
Alexey Vasilev
Alexander Tuzhilin
16
1
0
03 Oct 2022
A Unified Multi-task Learning Framework for Multi-goal Conversational
  Recommender Systems
A Unified Multi-task Learning Framework for Multi-goal Conversational Recommender Systems
Yang Deng
Wenxuan Zhang
Weiwen Xu
Wenqiang Lei
Tat-Seng Chua
W. Lam
LRM
38
60
0
14 Apr 2022
"Does it come in black?" CLIP-like models are zero-shot recommenders
"Does it come in black?" CLIP-like models are zero-shot recommenders
P. Chia
Jacopo Tagliabue
Federico Bianchi
C. Greco
Diogo Gonçalves
VLM
HAI
26
7
0
05 Apr 2022
Metaphorical User Simulators for Evaluating Task-oriented Dialogue
  Systems
Metaphorical User Simulators for Evaluating Task-oriented Dialogue Systems
Weiwei Sun
Shuyu Guo
Shuo Zhang
Pengjie Ren
Zhumin Chen
Maarten de Rijke
Z. Ren
ELM
25
5
0
02 Apr 2022
Conversational Recommendation: A Grand AI Challenge
Conversational Recommendation: A Grand AI Challenge
Dietmar Jannach
L. Chen
28
18
0
17 Mar 2022
KuaiRec: A Fully-observed Dataset and Insights for Evaluating
  Recommender Systems
KuaiRec: A Fully-observed Dataset and Insights for Evaluating Recommender Systems
Chongming Gao
Shijun Li
Wenqiang Lei
Jiawei Chen
Biao Li
Peng Jiang
Xiangnan He
Jiaxin Mao
Tat-Seng Chua
29
131
0
22 Feb 2022
Conversational Recommendation: Theoretical Model and Complexity Analysis
Conversational Recommendation: Theoretical Model and Complexity Analysis
Tommaso Di Noia
F. Donini
Dietmar Jannach
FedelucioNarducci
Claudio Pomo
21
6
0
10 Nov 2021
Critiquing-based Modeling of Subjective Preferences
Critiquing-based Modeling of Subjective Preferences
A. Medlar
Jing Li
Yang Liu
D. Głowacka
14
0
0
22 Oct 2021
Recommender systems based on graph embedding techniques: A comprehensive
  review
Recommender systems based on graph embedding techniques: A comprehensive review
Yue Deng
42
22
0
20 Sep 2021
KECRS: Towards Knowledge-Enriched Conversational Recommendation System
KECRS: Towards Knowledge-Enriched Conversational Recommendation System
Tong Zhang
Yong-jin Liu
Peixiang Zhong
Chen Zhang
Hao Wang
C. Miao
16
29
0
18 May 2021
Advances and Challenges in Conversational Recommender Systems: A Survey
Advances and Challenges in Conversational Recommender Systems: A Survey
Chongming Gao
Wenqiang Lei
Xiangnan He
Maarten de Rijke
Tat-Seng Chua
136
273
0
23 Jan 2021
1