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Graph Neural Networks

4,522 papers

Papers per year

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Papers

EGSST: Event-based Graph Spatiotemporal Sensitive Transformer for Object Detection NIPS 2024
Weisfeiler and Leman Go Loopy: A New Hierarchy for Graph Representational Learning NIPS 2024
Suitable is the Best: Task-Oriented Knowledge Fusion in Vulnerability Detection NIPS 2024
GraphTrail: Translating GNN Predictions into Human-Interpretable Logical Rules NIPS 2024
Rethinking the Capacity of Graph Neural Networks for Branching Strategy NIPS 2024
Higher-Rank Irreducible Cartesian Tensors for Equivariant Message Passing NIPS 2024
Almost Surely Asymptotically Constant Graph Neural Networks NIPS 2024
Assembly Fuzzy Representation on Hypergraph for Open-Set 3D Object Retrieval NIPS 2024
Dynamic Rescaling for Training GNNs NIPS 2024
Learning rigid-body simulators over implicit shapes for large-scale scenes and vision NIPS 2024
Towards Principled Graph Transformers NIPS 2024
State Space Models on Temporal Graphs: A First-Principles Study NIPS 2024
HC-GAE: The Hierarchical Cluster-based Graph Auto-Encoder for Graph Representation Learning NIPS 2024
Analysis of Corrected Graph Convolutions NIPS 2024
UV-free Texture Generation with Denoising and Geodesic Heat Diffusion NIPS 2024
Equivariant Machine Learning on Graphs with Nonlinear Spectral Filters NIPS 2024
DistrictNet: Decision-aware learning for geographical districting NIPS 2024
Graph Structure Inference with BAM: Neural Dependency Processing via Bilinear Attention NIPS 2024
An Efficient Memory Module for Graph Few-Shot Class-Incremental Learning NIPS 2024
BackTime: Backdoor Attacks on Multivariate Time Series Forecasting NIPS 2024
PhyloGen: Language Model-Enhanced Phylogenetic Inference via Graph Structure Generation NIPS 2024
Fast Graph Sharpness-Aware Minimization for Enhancing and Accelerating Few-Shot Node Classification NIPS 2024
A Topology-aware Graph Coarsening Framework for Continual Graph Learning NIPS 2024
UniIF: Unified Molecule Inverse Folding NIPS 2024
UniGAD: Unifying Multi-level Graph Anomaly Detection NIPS 2024