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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

An Efficient Memory Module for Graph Few-Shot Class-Incremental Learning NIPS 2024
Graph Structure Inference with BAM: Neural Dependency Processing via Bilinear Attention NIPS 2024
DistrictNet: Decision-aware learning for geographical districting NIPS 2024
Dynamic Spatial-Temporal Aggregation for Skeleton-Aware Sign Language Recognition COLING 2024
DRAMA: Dynamic Multi-Granularity Graph Estimate Retrieval over Tabular and Textual Question Answering COLING 2024
Equivariant Machine Learning on Graphs with Nonlinear Spectral Filters NIPS 2024
UV-free Texture Generation with Denoising and Geodesic Heat Diffusion NIPS 2024
Analysis of Corrected Graph Convolutions NIPS 2024
HC-GAE: The Hierarchical Cluster-based Graph Auto-Encoder for Graph Representation Learning NIPS 2024
State Space Models on Temporal Graphs: A First-Principles Study NIPS 2024
Towards Principled Graph Transformers NIPS 2024
Learning rigid-body simulators over implicit shapes for large-scale scenes and vision NIPS 2024
EGSST: Event-based Graph Spatiotemporal Sensitive Transformer for Object Detection NIPS 2024
Dynamic Rescaling for Training GNNs NIPS 2024
Classic GNNs are Strong Baselines: Reassessing GNNs for Node Classification NIPS 2024
EyeGraph: Modularity-aware Spatio Temporal Graph Clustering for Continuous Event-based Eye Tracking NIPS 2024
GAINER: Graph Machine Learning with Node-specific Radius for Classification of Short Texts and Documents EACL 2024
Almost Surely Asymptotically Constant Graph Neural Networks NIPS 2024
Higher-Rank Irreducible Cartesian Tensors for Equivariant Message Passing NIPS 2024
Rethinking the Capacity of Graph Neural Networks for Branching Strategy NIPS 2024
GraphTrail: Translating GNN Predictions into Human-Interpretable Logical Rules NIPS 2024
Suitable is the Best: Task-Oriented Knowledge Fusion in Vulnerability Detection NIPS 2024
Weisfeiler and Leman Go Loopy: A New Hierarchy for Graph Representational Learning NIPS 2024
Neural P$^3$M: A Long-Range Interaction Modeling Enhancer for Geometric GNNs NIPS 2024
InstructG2I: Synthesizing Images from Multimodal Attributed Graphs NIPS 2024