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Methodology
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Deep Learning
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Graph Neural Networks
4495 directly classified papers
Papers per year
2006: 3
2009: 1
2010: 1
2011: 3
2012: 6
2013: 4
2014: 3
2015: 2
2016: 13
2017: 23
2018: 60
2019: 347
2020: 504
2021: 663
2022: 625
2023: 714
2024: 676
2025: 528
2026: 319
Papers
Exploring Consistency in Graph Representations: from Graph Kernels to Graph Neural Networks
NIPS 2024
DeltaDock: A Unified Framework for Accurate, Efficient, and Physically Reliable Molecular Docking
NIPS 2024
Invariant and Equivariant Reynolds Networks
JMLR 2024
GFT: Graph Foundation Model with Transferable Tree Vocabulary
NIPS 2024
Scale Equivariant Graph Metanetworks
NIPS 2024
PURE: Prompt Evolution with Graph ODE for Out-of-distribution Fluid Dynamics Modeling
NIPS 2024
Logical characterizations of recurrent graph neural networks with reals and floats
NIPS 2024
Automated Camera Calibration via Homography Estimation With GNNs
WACV 2024
Distributed-Order Fractional Graph Operating Network
NIPS 2024
A Flexible, Equivariant Framework for Subgraph GNNs via Graph Products and Graph Coarsening
NIPS 2024
RIMeshGNN: A Rotation-Invariant Graph Neural Network for Mesh Classification
WACV 2024
VD-GR: Boosting Visual Dialog With Cascaded Spatial-Temporal Multi-Modal Graphs
WACV 2024
Uncovering the Redundancy in Graph Self-supervised Learning Models
NIPS 2024
NetVigil: Robust and Low-Cost Anomaly Detection for East-West Data Center Security
NSDI 2024
Visual Data Diagnosis and Debiasing with Concept Graphs
NIPS 2024
Generative Modelling of Structurally Constrained Graphs
NIPS 2024
Explore Internal and External Similarity for Single Image Deraining with Graph Neural Networks
IJCAI 2024
Self-Supervised Learning for Enhancing Spatial Awareness in Free-Hand Sketches
IJCAI 2024
Assembly Fuzzy Representation on Hypergraph for Open-Set 3D Object Retrieval
NIPS 2024
UniIF: Unified Molecule Inverse Folding
NIPS 2024
UniGAD: Unifying Multi-level Graph Anomaly Detection
NIPS 2024
A Topology-aware Graph Coarsening Framework for Continual Graph Learning
NIPS 2024
Fast Graph Sharpness-Aware Minimization for Enhancing and Accelerating Few-Shot Node Classification
NIPS 2024
PhyloGen: Language Model-Enhanced Phylogenetic Inference via Graph Structure Generation
NIPS 2024
BackTime: Backdoor Attacks on Multivariate Time Series Forecasting
NIPS 2024
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