刘金环｜青岛科技大学｜学者主页

2026

一种兼容低质量问题的CQA答案推荐方法

房敏营，李浩杰，杜军威，江峰，陈卓，巩敦卫，刘金环

《中文信息学报》

2026

Multimodal Recommendation via Modality-Shared Encoding and Multi-Dimensional Loss Optimization

Qiang Hu, Yu Sun, Haojie Li, Jinhuan Liu, Junwei Du

IEEE Transactions on Multimedia

DOI

2026

CA2: Context-Adaptive and Consistency-Aware Multi-Modal Outfit Compatibility Modeling

Jinhuan Liu, Xu Cui, Chunyan Tan, Junwei Du, Xuemeng Song, Pengjie Ren

Information Processing & Management

DOI

2025

Hierarchical fine-grained multi-behavior recommendation with behavior-aware contrastive learning

Kaiyao Zhu, Jinhuan Liu, Xuemeng Song, Jianhua Yin, Shuhan Qi, Junwei Du

Neural Networks

DOI

2024

图神经网络研究综述

侯磊，刘金环，于旭，杜军威

《计算机科学》

2024

一种跨区域跨评分协同过滤推荐算法

于旭，彭庆龙，詹定佳，杜军威，刘金环，林俊宇，巩敦卫，张子迎，于婕

《计算机研究与发展》

2024

Behavior Pattern Mining-based Multi-Behavior Recommendation

Haojie Li, Zhiyong Cheng, Xu Yu, Jinhuan Liu, Guanfeng Liu, Junwei Du

International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR)

DOI

2024

Intent Distribution based Bipartite Graph Representation Learning

Haojie Li, Wei Wei, Guanfeng Liu, Jinhuan Liu, Feng Xian Jiang, Junwei Du

International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR)

DOI

2024

Unifying heterogeneous and homogeneous relations for personalized compatibility modeling

Jinhuan Liu, Lei Hou, Xu Yu, Xuemeng Song, Zhaochun Ren

Knowledge-Based Systems

DOI

2023

A Developer Recommendation Method Based on Disentangled Graph Convolutional Network

Yan Lü, Junwei Du, Lijun Sun, Jinhuan Liu, Lei Guo, Xu Yu, Daobo Sun, Haohao Yu

Lecture notes in computer science

DOI

2023

Multi-Head Attention and Knowledge Graph Based Dual Target Graph Collaborative Filtering Network

Xu Yu, Qinglong Peng, Feng Xian Jiang, Junwei Du, Hongtao Liang, Jinhuan Liu

Neural Processing Letters

DOI

2022

A Multi-Head Attention Based Dual Target Graph Collaborative Filtering Network

Qinglong Peng, Bin Tang, Jinhuan Liu, Shuang Cui, Junwei Du, Yan Lü, Feng Xian Jiang, Xu Yu

DOI

2020

MGCM: Multi-modal generative compatibility modeling for clothing matching

Jinhuan Liu, Xuemeng Song, Zhumin Chen, Jun Ma

Neurocomputing

DOI

2020

Auxiliary Template-Enhanced Generative Compatibility Modeling

Jinhuan Liu, Xuemeng Song, Zhao-Chun Ren, Li-Qiang Nie, Zhaopeng Tu, Jun Ma

International Joint Conference on Artificial Intelligence

DOI

2019

An End-to-End Attention-Based Neural Model for Complementary Clothing Matching

Jinhuan Liu, Xuemeng Song, Li-Qiang Nie, Tian Gan, Jun Ma

ACM Trans. Multim. Comput. Commun. Appl.

DOI

2019

Neural fashion experts: I know how to make the complementary clothing matching

Jinhuan Liu, Xuemeng Song, Zhu-Min Chen, Jun Ma

Neurocomputing

DOI

2017

NeuroStylist: Neural Compatibility Modeling for Clothing Matching

Xuemeng Song, Fu-Li Feng, Jinhuan Liu, Zekun Li, Li-Qiang Nie, Jun Ma

ACM Multimedia

DOI

刘金环

精选作品

期刊论文

一种兼容低质量问题的CQA答案推荐方法

Multimodal Recommendation via Modality-Shared Encoding and Multi-Dimensional Loss Optimization

CA2: Context-Adaptive and Consistency-Aware Multi-Modal Outfit Compatibility Modeling

Hierarchical fine-grained multi-behavior recommendation with behavior-aware contrastive learning

图神经网络研究综述

一种跨区域跨评分协同过滤推荐算法

Behavior Pattern Mining-based Multi-Behavior Recommendation

Intent Distribution based Bipartite Graph Representation Learning

Unifying heterogeneous and homogeneous relations for personalized compatibility modeling

A Developer Recommendation Method Based on Disentangled Graph Convolutional Network

Multi-Head Attention and Knowledge Graph Based Dual Target Graph Collaborative Filtering Network

A Multi-Head Attention Based Dual Target Graph Collaborative Filtering Network

MGCM: Multi-modal generative compatibility modeling for clothing matching

Auxiliary Template-Enhanced Generative Compatibility Modeling

An End-to-End Attention-Based Neural Model for Complementary Clothing Matching

Neural fashion experts: I know how to make the complementary clothing matching

NeuroStylist: Neural Compatibility Modeling for Clothing Matching

研究方向