"graph convolutional networks" Papers

11 papers found

DistillHGNN: A Knowledge Distillation Approach for High-Speed Hypergraph Neural Networks

Saman Forouzandeh, Parham Moradi Dowlatabadi, Mahdi Jalili

ICLR 2025poster
1
citations

CKGConv: General Graph Convolution with Continuous Kernels

Liheng Ma, Soumyasundar Pal, Yitian Zhang et al.

ICML 2024poster

Deep Contrastive Graph Learning with Clustering-Oriented Guidance

Mulin Chen, Bocheng Wang, Xuelong Li

AAAI 2024paperarXiv:2402.16012
30
citations

Fine-Grained Multi-View Hand Reconstruction Using Inverse Rendering

Qijun Gan, Wentong Li, Jinwei Ren et al.

AAAI 2024paperarXiv:2407.05680

GCNext: Towards the Unity of Graph Convolutions for Human Motion Prediction

Xinshun Wang, Qiongjie Cui, Chen Chen et al.

AAAI 2024paperarXiv:2312.11850
21
citations

Generalization Error of Graph Neural Networks in the Mean-field Regime

Gholamali Aminian, Yixuan He, Gesine Reinert et al.

ICML 2024poster

Learning to Pivot as a Smart Expert

Tianhao Liu, Shanwen Pu, Dongdong Ge et al.

AAAI 2024paperarXiv:2308.08171
11
citations

Networked Inequality: Preferential Attachment Bias in Graph Neural Network Link Prediction

Arjun Subramonian, Levent Sagun, Yizhou Sun

ICML 2024poster

On Which Nodes Does GCN Fail? Enhancing GCN From the Node Perspective

Jincheng Huang, Jialie SHEN, Xiaoshuang Shi et al.

ICML 2024poster

Optimal Exact Recovery in Semi-Supervised Learning: A Study of Spectral Methods and Graph Convolutional Networks

Haixiao Wang, Zhichao Wang

ICML 2024poster

Unsupervised Neighborhood Propagation Kernel Layers for Semi-supervised Node Classification

Sonny Achten, Francesco Tonin, Panagiotis Patrinos et al.

AAAI 2024paperarXiv:2301.13764
5
citations