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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Learning Superconductivity from Ordered and Disordered Material Structures NIPS 2024
Motion Graph Unleashed: A Novel Approach to Video Prediction NIPS 2024
Any2Graph: Deep End-To-End Supervised Graph Prediction With An Optimal Transport Loss NIPS 2024
Improving Temporal Link Prediction via Temporal Walk Matrix Projection NIPS 2024
On the Expressivity and Sample Complexity of Node-Individualized Graph Neural Networks NIPS 2024
DropEdge not Foolproof: Effective Augmentation Method for Signed Graph Neural Networks NIPS 2024
HyperBERT: Mixing Hypergraph-Aware Layers with Language Models for Node Classification on Text-Attributed Hypergraphs EMNLP 2024
Tracing Hyperparameter Dependencies for Model Parsing via Learnable Graph Pooling Network NIPS 2024
MOTIVE: A Drug-Target Interaction Graph For Inductive Link Prediction NIPS 2024
Geometry Awakening: Cross-Geometry Learning Exhibits Superiority over Individual Structures NIPS 2024
Exploitation of a Latent Mechanism in Graph Contrastive Learning: Representation Scattering NIPS 2024
Graph Coarsening with Message-Passing Guarantees NIPS 2024
Non-Euclidean Mixture Model for Social Network Embedding NIPS 2024
PowerGraph: A power grid benchmark dataset for graph neural networks NIPS 2024
Extracting Training Data from Molecular Pre-trained Models NIPS 2024
The Importance of Being Scalable: Improving the Speed and Accuracy of Neural Network Interatomic Potentials Across Chemical Domains NIPS 2024
Graph Classification via Reference Distribution Learning: Theory and Practice NIPS 2024
Learning Complete Protein Representation by Dynamically Coupling of Sequence and Structure NIPS 2024
DiG-In-GNN: Discriminative Feature Guided GNN-Based Fraud Detector against Inconsistencies in Multi-Relation Fraud Graph AAAI 2024
HHMR: Holistic Hand Mesh Recovery by Enhancing the Multimodal Controllability of Graph Diffusion Models CVPR 2024
Neural Sign Actors: A Diffusion Model for 3D Sign Language Production from Text CVPR 2024
Neighbor Relations Matter in Video Scene Detection CVPR 2024
Generating Handwritten Mathematical Expressions From Symbol Graphs: An End-to-End Pipeline CVPR 2024
Learning Structure-from-Motion with Graph Attention Networks CVPR 2024
TetraSphere: A Neural Descriptor for O(3)-Invariant Point Cloud Analysis CVPR 2024