Structural Entropy Guided Graph Hierarchical Pooling

26 June 2022

Papers citing "Structural Entropy Guided Graph Hierarchical Pooling"

45 / 45 papers shown

Title
Adaptive and Robust DBSCAN with Multi-agent Reinforcement Learning Hao Peng Xiang Huang Shuo Sun Ruitong Zhang Philip S. Yu 48 0 0 07 May 2025
Rethinking Graph Structure Learning in the Era of LLMs Zhihan Zhang Xunkai Li Guang Zeng Hongchao Qin R. Li Guoren Wang 46 0 0 27 Mar 2025
Structural Entropy Guided Unsupervised Graph Out-Of-Distribution Detection Yue Hou He Zhu Ruomei Liu Yingke Su Jinxiang Xia Junran Wu Ke Xu OODD 106 0 0 13 Mar 2025
Applications of Entropy in Data Analysis and Machine Learning: A Review Salomé A. Sepúveda Fontaine José M. Amigó 47 2 0 04 Mar 2025
Towards Effective, Efficient and Unsupervised Social Event Detection in the Hyperbolic Space Xiaoyan Yu Yifan Wei Shuaishuai Zhou Zhiwei Yang Li Sun Hao Peng Liehuang Zhu Philip S. Yu 67 0 0 14 Dec 2024
Towards Dynamic Message Passing on Graphs Junshu Sun Chenxue Yang Xiangyang Ji Qingming Huang Shuhui Wang 35 0 0 31 Oct 2024
Heterogeneous Interaction Modeling With Reduced Accumulated Error for Multi-Agent Trajectory Prediction Siyuan Chen Jiahai Wang 38 10 0 28 Oct 2024
Is Less More? Exploring Token Condensation as Training-free Test-time Adaptation Zixin Wang Dong Gong Sen Wang Zi Huang Yadan Luo VLM 34 0 0 16 Oct 2024
Cluster-wise Graph Transformer with Dual-granularity Kernelized Attention Siyuan Huang Yunchong Song Jiayue Zhou Zhouhan Lin 28 1 0 09 Oct 2024
Effective Exploration Based on the Structural Information Principles Xianghua Zeng Hao Peng Angsheng Li 16 1 0 09 Oct 2024
Graph Classification via Reference Distribution Learning: Theory and Practice Zixiao Wang Jicong Fan 23 0 0 21 Aug 2024
Scalable Graph Compressed Convolutions Junshu Sun Chen Yang Shuhui Wang Qingming Huang GNN 38 0 0 26 Jul 2024
A Comprehensive Graph Pooling Benchmark: Effectiveness, Robustness and Generalizability Pengyun Wang Junyu Luo Yanxin Shen Siyu Heng Xiao Luo 44 1 0 13 Jun 2024
Accelerating Transformers with Spectrum-Preserving Token Merging Hoai-Chau Tran D. M. Nguyen Duy M. Nguyen Trung Thanh Nguyen Ngan Le Pengtao Xie Daniel Sonntag James Y. Zou Binh T. Nguyen Mathias Niepert 32 8 0 25 May 2024
LSEnet: Lorentz Structural Entropy Neural Network for Deep Graph Clustering Li Sun Zhenhao Huang Hao Peng Yujie Wang Chunyang Liu Philip S. Yu GNN 43 11 0 20 May 2024
SeBot: Structural Entropy Guided Multi-View Contrastive Learning for Social Bot Detection Yingguang Yang Qi Wu Buyun He Hao Peng Renyu Yang Zhifeng Hao Yong Liao AAML 50 5 0 18 May 2024
ENADPool: The Edge-Node Attention-based Differentiable Pooling for Graph Neural Networks Zhehan Zhao Lu Bai Lixin Cui Ming Li Yue Wang Lixiang Xu Edwin R. Hancock 38 3 0 16 May 2024
Effective Reinforcement Learning Based on Structural Information Principles Xianghua Zeng Hao Peng Dingli Su Angsheng Li 35 0 0 15 Apr 2024
SSHPool: The Separated Subgraph-based Hierarchical Pooling Zhuo Xu Lixin Cui Yue Wang Hangyuan Du Lu Bai Edwin R. Hancock 24 1 0 24 Mar 2024
Graph Partial Label Learning with Potential Cause Discovering Hang Gao Jiaguo Yuan Jiangmeng Li Chengyu Yao Fengge Wu Changwen Zheng Junsuo Zhao 24 0 0 18 Mar 2024
Graph Learning with Distributional Edge Layouts Xinjian Zhao Chaolong Ying Tianshu Yu 23 0 0 26 Feb 2024
Boosting Graph Pooling with Persistent Homology Chaolong Ying Xinjian Zhao Tianshu Yu GNN AI4CE 29 3 0 26 Feb 2024
Graph Parsing Networks Yunchong Song Siyuan Huang Xinbing Wang Cheng Zhou Zhouhan Lin GNN 32 3 0 22 Feb 2024
Subgraph Pooling: Tackling Negative Transfer on Graphs Zehong Wang Zheyuan Zhang Chuxu Zhang Yanfang Ye 36 6 0 14 Feb 2024
EXGC: Bridging Efficiency and Explainability in Graph Condensation Junfeng Fang Xinglin Li Yongduo Sui Yuan Gao Guibin Zhang Kun Wang Xiang Wang Xiangnan He DD 51 19 0 05 Feb 2024
Learning to Approximate Adaptive Kernel Convolution on Graphs Jaeyoon Sim Sooyeon Jeon Injun Choi Guorong Wu Won Hwa Kim 19 3 0 22 Jan 2024
Hierarchical and Incremental Structural Entropy Minimization for Unsupervised Social Event Detection Yuwei Cao Hao Peng Zhengtao Yu Philip S. Yu 11 26 0 19 Dec 2023
Patch-wise Graph Contrastive Learning for Image Translation Chanyong Jung Gihyun Kwon Jong Chul Ye 23 9 0 13 Dec 2023
Adversarial Socialbots Modeling Based on Structural Information Principles Xianghua Zeng Hao Peng Angsheng Li AAML 24 12 0 13 Dec 2023
Careful Selection and Thoughtful Discarding: Graph Explicit Pooling Utilizing Discarded Nodes Chuang Liu Wenhang Yu Kuang Gao Xueqi Ma Yibing Zhan Jia Wu Bo Du Wenbin Hu 19 0 0 21 Nov 2023
MultiSPANS: A Multi-range Spatial-Temporal Transformer Network for Traffic Forecast via Structural Entropy Optimization Dongcheng Zou Senzhang Wang Xuefeng Li Hao Peng Yuandong Wang Chunyang Liu Kehua Sheng Bo-Wen Zhang AI4TS 28 20 0 06 Nov 2023
Rayleigh Quotient Graph Neural Networks for Graph-level Anomaly Detection Xiangyu Dong Xingyi Zhang Sibo Wang GNN 21 13 0 04 Oct 2023
Unsupervised Skin Lesion Segmentation via Structural Entropy Minimization on Multi-Scale Superpixel Graphs Guangjie Zeng Hao Peng Angsheng Li Zhiwei Liu Chunyang Liu Philip S. Yu Lifang He 13 7 0 05 Sep 2023
The Snowflake Hypothesis: Training Deep GNN with One Node One Receptive field Kun Wang Guohao Li Shilong Wang Guibin Zhang K. Wang Yang You Xiaojiang Peng Yuxuan Liang Yang Wang 29 8 0 19 Aug 2023
Co-attention Graph Pooling for Efficient Pairwise Graph Interaction Learning Junhyun Lee Bumsoo Kim Minji Jeon Jaewoo Kang GNN 26 1 0 28 Jul 2023
HiTIN: Hierarchy-aware Tree Isomorphism Network for Hierarchical Text Classification He Zhu Chong Zhang Junjie Huang Junran Wu Ke Xu 31 21 0 24 May 2023
SEGA: Structural Entropy Guided Anchor View for Graph Contrastive Learning Junran Wu Xueyuan Chen Bowen Shi Shangzhe Li Ke Xu 15 7 0 08 May 2023
Hierarchical State Abstraction Based on Structural Information Principles Xianghua Zeng Hao Peng Angsheng Li Chunyang Liu Lifang He Philip S. Yu 13 16 0 24 Apr 2023
Feudal Graph Reinforcement Learning Tommaso Marzi Arshjot Khehra Andrea Cini C. Alippi 22 0 0 11 Apr 2023
A Comprehensive Survey on Deep Graph Representation Learning Wei Ju Zheng Fang Yiyang Gu Zequn Liu Qingqing Long ... Jingyang Yuan Yusheng Zhao Yifan Wang Xiao Luo Ming Zhang GNN AI4TS 31 141 0 11 Apr 2023
SE-GSL: A General and Effective Graph Structure Learning Framework through Structural Entropy Optimization Dongcheng Zou Hao Peng Xiang Huang Renyu Yang Jianxin Li Jia Wu Chun-Yi Liu Philip S. Yu 17 44 0 17 Mar 2023
State of the Art and Potentialities of Graph-level Learning Zhenyu Yang Ge Zhang Jia Wu Jian Yang Quan.Z Sheng ... Charu C. Aggarwal Hao Peng Wenbin Hu Edwin R. Hancock Pietro Lio' GNN AI4CE 35 10 0 14 Jan 2023
Scaling Up Dynamic Graph Representation Learning via Spiking Neural Networks Jintang Li Zhouxin Yu Zulun Zhu Liang Chen Qi Yu Zibin Zheng Sheng Tian Ruofan Wu Changhua Meng GNN 16 30 0 15 Aug 2022
Graph Pooling for Graph Neural Networks: Progress, Challenges, and Opportunities Chuang Liu Yibing Zhan Jia Wu Chang Li Bo Du Wenbin Hu Tongliang Liu Dacheng Tao GNN AI4CE 22 78 0 15 Apr 2022
Hierarchical information matters: Text classification via tree based graph neural network Chong Zhang He Zhu X. Peng Junran Wu Ke Xu 27 6 0 05 Oct 2021