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MSCRS: Multi-modal Semantic Graph Prompt Learning Framework for Conversational Recommender Systems

15 April 2025

Papers citing "MSCRS: Multi-modal Semantic Graph Prompt Learning Framework for Conversational Recommender Systems"

29 / 29 papers shown

Title
Beyond Whole Dialogue Modeling: Contextual Disentanglement for Conversational Recommendation Guojia An Jie Zou Jiwei Wei Chaoning Zhang Fuming Sun Yang Yang 422 1 0 24 Apr 2025
Knowledge-Enhanced Conversational Recommendation via Transformer-based Sequential Modelling Jie Zou Aixin Sun Cheng Long Evangelos Kanoulas LMTD 223 6 0 03 Dec 2024
Towards a Unified Conversational Recommendation System: Multi-task Learning via Contextualized Knowledge Distillation Yeongseo Jung Eunseo Jung Lei Chen 79 5 0 27 Oct 2023
TREA: Tree-Structure Reasoning Schema for Conversational Recommendation Wendi Li Wei Wei Xiaoye Qu Xian-Ling Mao Ye Yuan Wenfeng Xie Dangyang Chen 86 22 0 20 Jul 2023
Variational Reasoning over Incomplete Knowledge Graphs for Conversational Recommendation Xiaoyu Zhang Xin Xin Dongdong Li Wenxuan Liu Fajie Yuan Zhumin Chen Jun Ma Zhaochun Ren 136 37 0 22 Dec 2022
COLA: Improving Conversational Recommender Systems by Collaborative Augmentation Dongding Lin Jian Wang Wenjie Li 71 13 0 15 Dec 2022
User-Centric Conversational Recommendation with Multi-Aspect User Modeling Shuokai Li Ruobing Xie Yongchun Zhu Xiang Ao Fuzhen Zhuang Qing He 95 52 0 20 Apr 2022
Improving Conversational Recommendation Systems' Quality with Context-Aware Item Meta Information Bowen Yang Cong Han Yu Li Lei Zuo Zhou Yu 83 43 0 15 Dec 2021
RevCore: Review-augmented Conversational Recommendation Yu Lu Junwei Bao Yan Song Zichen Ma Shuguang Cui Youzheng Wu Xiaodong He 131 77 0 02 Jun 2021
Mining Latent Structures for Multimedia Recommendation Jinghao Zhang Yanqiao Zhu Qiang Liu Shu Wu Shuhui Wang Liang Wang BDL 122 207 0 19 Apr 2021
Prefix-Tuning: Optimizing Continuous Prompts for Generation Xiang Lisa Li Percy Liang 254 4,339 0 01 Jan 2021
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 775 41,930 0 22 Oct 2020
CR-Walker: Tree-Structured Graph Reasoning and Dialog Acts for Conversational Recommendation Wenchang Ma Ryuichi Takanobu Minlie Huang 99 60 0 20 Oct 2020
INSPIRED: Toward Sociable Recommendation Dialog Systems Shirley Anugrah Hayati Dongyeop Kang Qingxiaoyang Zhu Weiyan Shi Zhou Yu 145 144 0 29 Sep 2020
Improving Conversational Recommender Systems via Knowledge Graph based Semantic Fusion Kun Zhou Wayne Xin Zhao Shuqing Bian Yuanhang Zhou Ji-Rong Wen Jingsong Yu 95 325 0 08 Jul 2020
Seamlessly Unifying Attributes and Items: Conversational Recommendation for Cold-Start Users Shijun Li Wenqiang Lei Qingyun Wu Xiangnan He Peng Jiang Tat-Seng Chua 97 122 0 23 May 2020
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation Xiangnan He Kuan Deng Xiang Wang Yan Li Yongdong Zhang Meng Wang GNN 213 3,732 0 06 Feb 2020
DialoGPT: Large-Scale Generative Pre-training for Conversational Response Generation Yizhe Zhang Siqi Sun Michel Galley Yen-Chun Chen Chris Brockett Xiang Gao Jianfeng Gao Jingjing Liu W. Dolan VLM 239 1,529 0 01 Nov 2019
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension M. Lewis Yinhan Liu Naman Goyal Marjan Ghazvininejad Abdel-rahman Mohamed Omer Levy Veselin Stoyanov Luke Zettlemoyer AIMat VLM 268 10,933 0 29 Oct 2019
Towards Knowledge-Based Recommender Dialog System Qibin Chen Junyang Lin Yichang Zhang Ming Ding Yukuo Cen Hongxia Yang Jie Tang 64 241 0 15 Aug 2019
Neural Response Generation with Meta-Words Can Xu Wei Wu Chongyang Tao Huang Hu Matthew Schuerman Ying Wang 91 38 0 14 Jun 2019
Towards Deep Conversational Recommendations Raymond Li Samira Ebrahimi Kahou Hannes Schulz Vincent Michalski Laurent Charlin C. Pal 93 374 0 18 Dec 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.9K 95,660 0 11 Oct 2018
Ranking Distillation: Learning Compact Ranking Models With High Performance for Recommender System Jiaxi Tang Ke Wang 80 191 0 19 Sep 2018
Modeling Relational Data with Graph Convolutional Networks Michael Schlichtkrull Thomas Kipf Peter Bloem Rianne van den Berg Ivan Titov Max Welling GNN 212 4,865 0 17 Mar 2017
ConceptNet 5.5: An Open Multilingual Graph of General Knowledge R. Speer Joshua Chin Catherine Havasi 374 2,915 0 12 Dec 2016
VBPR: Visual Bayesian Personalized Ranking from Implicit Feedback Ruining He Julian McAuley BDL 100 917 0 06 Oct 2015
Building End-To-End Dialogue Systems Using Generative Hierarchical Neural Network Models Iulian Serban Alessandro Sordoni Yoshua Bengio Aaron Courville Joelle Pineau AILaw 187 1,761 0 17 Jul 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.5K 150,696 0 22 Dec 2014