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Graph Neural Networks

4,522 papers

Papers per year

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Papers

DECRL: A Deep Evolutionary Clustering Jointed Temporal Knowledge Graph Representation Learning Approach NIPS 2024
Empowering Active Learning for 3D Molecular Graphs with Geometric Graph Isomorphism NIPS 2024
Deep Homomorphism Networks NIPS 2024
Enhancing Graph Transformers with Hierarchical Distance Structural Encoding NIPS 2024
Graph Neural Flows for Unveiling Systemic Interactions Among Irregularly Sampled Time Series NIPS 2024
Learning on Large Graphs using Intersecting Communities NIPS 2024
Challenges of Generating Structurally Diverse Graphs NIPS 2024
A probability contrastive learning framework for 3D molecular representation learning NIPS 2024
Robust Offline Active Learning on Graphs NIPS 2024
EGODE: An Event-attended Graph ODE Framework for Modeling Rigid Dynamics NIPS 2024
DFA-GNN: Forward Learning of Graph Neural Networks by Direct Feedback Alignment NIPS 2024
Differentiable Task Graph Learning: Procedural Activity Representation and Online Mistake Detection from Egocentric Videos NIPS 2024
TEG-DB: A Comprehensive Dataset and Benchmark of Textual-Edge Graphs NIPS 2024
Gradient Rewiring for Editable Graph Neural Network Training NIPS 2024
Unifying Generation and Prediction on Graphs with Latent Graph Diffusion NIPS 2024
HardCore Generation: Generating Hard UNSAT Problems for Data Augmentation NIPS 2024
UGC: Universal Graph Coarsening NIPS 2024
Semi-Open 3D Object Retrieval via Hierarchical Equilibrium on Hypergraph NIPS 2024
Leveraging Tumor Heterogeneity: Heterogeneous Graph Representation Learning for Cancer Survival Prediction in Whole Slide Images NIPS 2024
Federated Graph Learning for Cross-Domain Recommendation NIPS 2024
On the Impact of Feature Heterophily on Link Prediction with Graph Neural Networks NIPS 2024
EGonc : Energy-based Open-Set Node Classification with substitute Unknowns NIPS 2024
Knowledge-Empowered Dynamic Graph Network for Irregularly Sampled Medical Time Series NIPS 2024
$\textit{NeuroPath}$: A Neural Pathway Transformer for Joining the Dots of Human Connectomes NIPS 2024
Deep Graph Neural Networks via Posteriori-Sampling-based Node-Adaptative Residual Module NIPS 2024