Search Results for author: Jianpeng Chen

Found 4 papers, 3 papers with code

Homophily-Related: Adaptive Hybrid Graph Filter for Multi-View Graph Clustering

1 code implementation5 Jan 2024 Zichen Wen, Yawen Ling, Yazhou Ren, Tianyi Wu, Jianpeng Chen, Xiaorong Pu, Zhifeng Hao, Lifang He

Then we design an adaptive hybrid graph filter that is related to the homophily degree, which learns the node embedding based on the graph joint aggregation matrix.

Clustering Graph Clustering

HeroLT: Benchmarking Heterogeneous Long-Tailed Learning

1 code implementation17 Jul 2023 Haohui Wang, Weijie Guan, Jianpeng Chen, Zi Wang, Dawei Zhou

To achieve this, we develop the most comprehensive (to the best of our knowledge) long-tailed learning benchmark named HeroLT, which integrates 13 state-of-the-art algorithms and 6 evaluation metrics on 14 real-world benchmark datasets across 4 tasks from 3 domains.

Benchmarking

Variational Graph Generator for Multi-View Graph Clustering

no code implementations13 Oct 2022 Jianpeng Chen, Yawen Ling, Jie Xu, Yazhou Ren, Shudong Huang, Xiaorong Pu, Zhifeng Hao, Philip S. Yu, Lifang He

The critical point of MGC is to better utilize the view-specific and view-common information in features and graphs of multiple views.

Clustering Graph Clustering

Customizing Graph Neural Networks using Path Reweighting

2 code implementations21 Jun 2021 Jianpeng Chen, Yujing Wang, Ming Zeng, Zongyi Xiang, Bitan Hou, Yunhai Tong, Ole J. Mengshoel, Yazhou Ren

Specifically, the proposed CustomGNN can automatically learn the high-level semantics for specific downstream tasks to highlight semantically relevant paths as well to filter out task-irrelevant noises in a graph.

Data Augmentation Graph Attention +1

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