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Graph-Oriented Cross-Modality Diffusion for Multimedia Recommendation

delete2026-01-01
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PRE
AI
J
Jiamin Chen
J
Jiang, Tanzheng
Z
Zhenghong Lin
G
Guofang Ma
Y
Yanchao Tan *
DOI：10.1007/978-981-95-3453-1_17delete
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摘要

摘要

En 中文
多媒体推荐系统随着多媒体共享平台的普及已引起广泛关注。现有方法主要关注建模融合多模态特征的用户-物品二分图，却往往忽略了跨模态物品-物品图中嵌入的丰富结构信息。本文提出了一种面向图的跨模态扩散多媒体推荐框架（GoodRec），用于挖掘跨模态物品-物品图中的高阶关系。具体而言，我们首先将统一的物品-物品多模态图概念化为一个多元热扩散系统，并设计有效的能量函数以引导模内和模间扩散实现一致的表示学习。然后，我们开发了一个增强型多媒体推荐模块，该模块从扩散精炼的表示中构建模态特定的图，并采用对抗机制来强化用户-物品交互。在三个真实多媒体数据集上的广泛实验表明，GoodRec一致优于现有最优基线方法，证实了通过扩散挖掘跨模态图结构高阶关系的有效性。
Keyword:
Graph diffusion
Multimedia recommendation
Graph convolutional network

期刊

A
ADVANCED DATA MINING AND APPLICATIONS, ADMA 2025, PT I
IF:
0
论文数:
27
被引数:
0

机构

Z
zhejiang gongshang university
学者数:
1.5K
论文数: 642
被引数: 0
F
fuzhou university
学者数:
3.3W
论文数: 2.1W
被引数: 31
引用论文

引用论文

Diffusion Augmentation for Sequential Recommendation序列推荐的扩散增强
errProceedings of the 32nd ACM International Conference on Information and Knowledge Management
IF0
err2023-10-21
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PDC-FRS: Privacy-Preserving Data Contribution for Federated Recommender System
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Towards Multi-view Consistent Graph Diffusion面向多视图一致的图扩散
errProceedings of the 32nd ACM International Conference on Multimedia
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err2024-10-28
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Bootstrapping User and Item Representations for One-Class Collaborative Filtering
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IF0
err2021-07-11
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errDongha Lee; SeongKu Kang; Hyunjun Ju; Chanyoung Park; Hwanjo Yu
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Multi-Modal Correction Network for Recommendation
errIEEE Transactions on Knowledge and Data Engineering
IF0
err2025-02-01
err0
PREAI
errWang,Zengmao; Feng,Yunzhen; Zhang,Xin; Yang,Renjie; Du,Bo
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A Collaborative Filtering Recommendation Method with Integrated User Profiles
errLecture Notes in Computer Science
IF0
err2022-01-01
err0
PREAI
errLiu,Chenlei; Yuan,Huanghui; Xu,Yuhua; Wang,Zixuan; Sun,Zhixin
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Mandari: Multi-Modal Temporal Knowledge Graph-aware Sub-graph Embedding for Next-POI Recommendation
err2023 IEEE International Conference on Multimedia and Expo (ICME)
IF0
err2023-07-01
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PREAI
errXiaoqian Liu; Xiuyun Li; Yuan Cao; Fan Zhang; Xiongnan Jin; Jinpeng Chen
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Multi-modal Knowledge Graphs for Recommender Systems
errProceedings of the 29th ACM International Conference on Information & Knowledge Management
IF0
err2020-10-19
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errRui Sun; Xuezhi Cao; Yan Zhao; Junchen Wan; Kun Zhou; Fuzheng Zhang; Zhongyuan Wang; Kai Zheng
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Bootstrap Latent Representations for Multi-modal Recommendation
errProceedings of the ACM Web Conference 2023
IF0
err2023-04-30
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errOAAI
errXin Zhou; Hongyu Zhou; Yong Liu; Zhiwei Zeng; Chunyan Miao; Pengwei Wang; Yuan You; Feijun Jiang
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Mining Latent Structures for Multimedia Recommendation
errProceedings of the 29th ACM International Conference on Multimedia
IF0
err2021-10-17
err0
errOAAI
errJinghao Zhang; Yanqiao Zhu; Qiang Liu; Shu Wu; Shuhui Wang; Liang Wang
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