Hierarchical Graph Representation Learning with Differentiable Pooling

22 June 2018

Xiang Ren

Papers citing "Hierarchical Graph Representation Learning with Differentiable Pooling"

50 / 946 papers shown

Title
Self-Parameterization Based Multi-Resolution Mesh Convolution Networks Shi Hezi Jiang Luo Zheng Jianmin Zeng Jun AI4CE 39 1 0 25 Aug 2024
Disentangled Generative Graph Representation Learning Xinyue Hu Zhibin Duan Xinyang Liu Yuxin Li Bo Chen Mingyuan Zhou 43 0 0 24 Aug 2024
Contrastive Representation Learning for Dynamic Link Prediction in Temporal Networks Amirhossein Nouranizadeh Fatemeh Tabatabaei Far Mohammad Rahmati AI4TS 32 1 0 22 Aug 2024
Rank and Align: Towards Effective Source-free Graph Domain Adaptation Junyu Luo Zhiping Xiao Yifan Wang Xiao Luo Jingyang Yuan Wei Ju Langechuan Liu Ming Zhang 41 5 0 22 Aug 2024
Graph Classification via Reference Distribution Learning: Theory and Practice Zixiao Wang Jicong Fan 25 0 0 21 Aug 2024
CorrAdaptor: Adaptive Local Context Learning for Correspondence Pruning Wei Zhu Yicheng Liu Yuping He Tangfei Liao Kang Zheng Xiaoqiu Xu Tao Wang Tong Lu 24 0 0 15 Aug 2024
A Structural Feature-Based Approach for Comprehensive Graph Classification Saiful Islam M. Hasan P. Khanra 35 2 0 10 Aug 2024
Scalable Graph Compressed Convolutions Junshu Sun Chen Yang Shuhui Wang Qingming Huang GNN 45 0 0 26 Jul 2024
Unifying Invariant and Variant Features for Graph Out-of-Distribution via Probability of Necessity and Sufficiency Xuexin Chen Ruichu Cai Kaitao Zheng Zhifan Jiang Zhengting Huang Zhifeng Hao Zijian Li 54 0 0 21 Jul 2024
DisenSemi: Semi-supervised Graph Classification via Disentangled Representation Learning Yifan Wang Xiao Luo Chong Chen Xian-Sheng Hua Ming Zhang Wei Ju 34 24 0 19 Jul 2024
Tackling Oversmoothing in GNN via Graph Sparsification: A Truss-based Approach Tanvir Hossain Khaled Mohammed Saifuddin Muhammad Ifte Khairul Islam Farhan Tanvir Esra Akbas 30 0 0 16 Jul 2024
Graph Structure Prompt Learning: A Novel Methodology to Improve Performance of Graph Neural Networks Zhenhua Huang Kunhao Li Shaojie Wang Zhaohong Jia Wentao Zhu Sharad Mehrotra GNN 39 0 0 16 Jul 2024
Imbalanced Graph-Level Anomaly Detection via Counterfactual Augmentation and Feature Learning Zitong Wang Xuexiong Luo Enfeng Song Qiuqing Bai Fu Lin 39 0 0 13 Jul 2024
Modularity aided consistent attributed graph clustering via coarsening Samarth Bhatia Yukti Makhija Manoj Kumar Sandeep Kumar 38 0 0 09 Jul 2024
Graph Pooling via Ricci Flow Amy Feng Melanie Weber AI4CE 36 1 0 05 Jul 2024
DiGRAF: Diffeomorphic Graph-Adaptive Activation Function Krishna Sri Ipsit Mantri Xinzhi Wang Carola-Bibiane Schönlieb Bruno Ribeiro Beatrice Bevilacqua Moshe Eliasof GNN 49 1 0 02 Jul 2024
Next Level Message-Passing with Hierarchical Support Graphs Carlos Vonessen Florian Grötschla Roger Wattenhofer 44 1 0 22 Jun 2024
Multi-Domain Evolutionary Optimization of Network Structures Jie Zhao Kang Hao Cheong Yaochu Jin 30 2 0 21 Jun 2024
HIGHT: Hierarchical Graph Tokenization for Graph-Language Alignment Yongqiang Chen Quanming Yao Juzheng Zhang James Cheng Yatao Bian 35 4 0 20 Jun 2024
Graph Neural Networks in Histopathology: Emerging Trends and Future Directions Siemen Brussee Giorgio Buzzanca Anne M.R. Schrader Jesper Kers 58 8 0 18 Jun 2024
Semantic Graph Consistency: Going Beyond Patches for Regularizing Self-Supervised Vision Transformers Chaitanya Devaguptapu Sumukh K. Aithal Shrinivas Ramasubramanian Moyuru Yamada Manohar Kaul ViT 34 0 0 18 Jun 2024
A Comprehensive Graph Pooling Benchmark: Effectiveness, Robustness and Generalizability Pengyun Wang Junyu Luo Yanxin Shen Siyu Heng Xiao Luo 49 1 0 13 Jun 2024
A Survey on Recent Random Walk-based Methods for Embedding Knowledge Graphs Elika Bozorgi Sakher Khalil Alqaiidi Afsaneh Shams H. Arabnia Krzysztof Kochut 36 0 0 11 Jun 2024
Rethinking the impact of noisy labels in graph classification: A utility and privacy perspective De Li Xianxian Li Zeming Gan Qiyu Li Bin Qu Jinyan Wang NoLa 45 1 0 11 Jun 2024
SpanGNN: Towards Memory-Efficient Graph Neural Networks via Spanning Subgraph Training Xizhi Gu Hongzheng Li Shihong Gao Xinyan Zhang Lei Chen Yingxia Shao GNN 31 0 0 07 Jun 2024
GNNAnatomy: Systematic Generation and Evaluation of Multi-Level Explanations for Graph Neural Networks Hsiao-Ying Lu Yiran Li Ujwal Pratap Krishna Kaluvakolanu Thyagarajan Kwan-Liu Ma 40 1 0 06 Jun 2024
Efficient User Sequence Learning for Online Services via Compressed Graph Neural Networks Yucheng Wu Liyue Chen Yu Cheng Shuai Chen Jinyu Xu Leye Wang GNN 32 0 0 05 Jun 2024
GEFL: Extended Filtration Learning for Graph Classification Simon Zhang Soham Mukherjee T. Dey 48 10 0 04 Jun 2024
AMOSL: Adaptive Modality-wise Structure Learning in Multi-view Graph Neural Networks For Enhanced Unified Representation Peiyu Liang Hongchang Gao Xubin He 30 0 0 04 Jun 2024
Equivariant Machine Learning on Graphs with Nonlinear Spectral Filters Y. Lin Ronen Talmon Ron Levie 39 0 0 03 Jun 2024
Learning on Large Graphs using Intersecting Communities Ben Finkelshtein .Ismail .Ilkan Ceylan Michael M. Bronstein Ron Levie GNN 38 5 0 31 May 2024
Automatic Graph Topology-Aware Transformer Chao Wang Jiaxuan Zhao Lingling Li Licheng Jiao Fang Liu Shuyuan Yang ViT 34 2 0 30 May 2024
D-CoRP: Differentiable Connectivity Refinement for Functional Brain Networks Haoyu Hu Hongrun Zhang Chao Li 29 0 0 28 May 2024
Injecting Hierarchical Biological Priors into Graph Neural Networks for Flow Cytometry Prediction Fatemeh Nassajian Mojarrad Lorenzo Bini Thomas Matthes Stéphane Marchand-Maillet AI4CE 30 0 0 28 May 2024
Graph Coarsening with Message-Passing Guarantees Antonin Joly Nicolas Keriven 29 0 0 28 May 2024
Probabilistic Graph Rewiring via Virtual Nodes Chendi Qian Andrei Manolache Christopher Morris Mathias Niepert AI4CE 38 3 0 27 May 2024
Survey of Graph Neural Network for Internet of Things and NextG Networks Sabarish Krishna Moorthy Jithin Jagannath 37 2 0 27 May 2024
E(n) Equivariant Topological Neural Networks Claudio Battiloro Ege Karaismailoglu Mauricio Tec George Dasoulas Michelle Audirac Francesca Dominici 52 5 0 24 May 2024
HC-GAE: The Hierarchical Cluster-based Graph Auto-Encoder for Graph Representation Learning Zhuo Xu Lu Bai Lixin Cui Ming Li Yue Wang Edwin R. Hancock GNN 32 1 0 23 May 2024
Graph Sparsification via Mixture of Graphs Guibin Zhang Xiangguo Sun Xinfeng Li Kun Wang Tianlong Chen Shirui Pan 30 8 0 23 May 2024
A Structure-Aware Framework for Learning Device Placements on Computation Graphs Shukai Duan Heng Ping Nikos Kanakaris Xiongye Xiao Panagiotis Kyriakis ... Guixiang Ma Mihai Capota Shahin Nazarian Theodore L. Willke Paul Bogdan 45 2 0 23 May 2024
Attending to Topological Spaces: The Cellular Transformer Rubén Ballester Pablo Hernández-García Mathilde Papillon Claudio Battiloro Nina Miolane Tolga Birdal Carles Casacuberta Sergio Escalera Mustafa Hajij 43 3 0 23 May 2024
Interpretable Spatio-Temporal Embedding for Brain Structural-Effective Network with Ordinary Differential Equation Haoteng Tang Guodong Liu Siyuan Dai Kai Ye Kun Zhao ... Lifang He Alex Leow Paul M. Thompson Heng-Chiao Huang Liang Zhan 58 1 0 21 May 2024
Efficient Model-Stealing Attacks Against Inductive Graph Neural Networks Marcin Podhajski Jan Dubiñski Franziska Boenisch Adam Dziedzic Agnieszka Pregowska Tomasz Michalak 40 1 0 20 May 2024
Harnessing Collective Structure Knowledge in Data Augmentation for Graph Neural Networks Rongrong Ma Guansong Pang Ling-Hao Chen AI4CE 52 0 0 17 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 43 3 0 16 May 2024
Simplicity within biological complexity Nataša Pržulj N. Malod-Dognin 40 0 0 15 May 2024
Generative Enzyme Design Guided by Functionally Important Sites and Small-Molecule Substrates Zhenqiao Song Yunlong Zhao Wenxian Shi Wengong Jin Yang Yang Lei Li 29 5 0 13 May 2024
Adaptive Speech Emotion Representation Learning Based On Dynamic Graph Yingxue Gao Huan Zhao Zixing Zhang 43 1 0 07 May 2024
Generating Robust Counterfactual Witnesses for Graph Neural Networks Dazhuo Qiu Mengying Wang Arijit Khan Yinghui Wu 35 2 0 30 Apr 2024