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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Stage Detection of Mild Cognitive Impairment: Region-dependent Graph Representation Learning on Brain Morphable Meshes MIDL 2023
A Geometric Deep Learning Framework for Generation of Virtual Left Ventricles as Graphs MIDL 2023
Tumor Budding T-cell Graphs: Assessing the Need for Resection in pT1 Colorectal Cancer Patients MIDL 2023
Do We Need an Encoder-Decoder to Model Dynamical Systems on Networks? IJCAI 2023
Gapformer: Graph Transformer with Graph Pooling for Node Classification IJCAI 2023
Exposing the Self-Supervised Space-Time Correspondence Learning via Graph Kernels AAAI 2023
Lifelong Embedding Learning and Transfer for Growing Knowledge Graphs AAAI 2023
Signed Laplacian Graph Neural Networks AAAI 2023
Beyond Smoothing: Unsupervised Graph Representation Learning with Edge Heterophily Discriminating AAAI 2023
Self-Supervised Continual Graph Learning in Adaptive Riemannian Spaces AAAI 2023
Beyond Graph Convolutional Network: An Interpretable Regularizer-Centered Optimization Framework AAAI 2023
GRLSTM: Trajectory Similarity Computation with Graph-Based Residual LSTM AAAI 2023
Deepfake Video Detection via Facial Action Dependencies Estimation AAAI 2023
FTM: A Frame-Level Timeline Modeling Method for Temporal Graph Representation Learning AAAI 2023
Multi-View MOOC Quality Evaluation via Information-Aware Graph Representation Learning AAAI 2023
Multiplex Graph Representation Learning via Common and Private Information Mining AAAI 2023
Self-Supervised Graph Attention Networks for Deep Weighted Multi-View Clustering AAAI 2023
Scalable Spatiotemporal Graph Neural Networks AAAI 2023
Topological Pooling on Graphs AAAI 2023
Attribute and Structure Preserving Graph Contrastive Learning AAAI 2023
Graph Ordering Attention Networks AAAI 2023
Generalizing Downsampling from Regular Data to Graphs AAAI 2023
Exploring Graph Pre-training for Aspect-based Sentiment Analysis EMNLP 2023
GRENADE: Graph-Centric Language Model for Self-Supervised Representation Learning on Text-Attributed Graphs EMNLP 2023
Complexity-Guided Curriculum Learning for Text Graphs EMNLP 2023