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Methodology
← Core Methods
Machine Learning
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Core Methods
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Graph Neural Networks
1127 directly classified papers
Papers per year
2006: 2
2008: 1
2009: 2
2010: 3
2011: 2
2012: 6
2013: 7
2014: 5
2015: 2
2016: 7
2017: 8
2018: 16
2019: 62
2020: 133
2021: 139
2022: 175
2023: 196
2024: 192
2025: 168
2026: 1
Papers
Review-Enhanced Hierarchical Contrastive Learning for Recommendation
AAAI 2024
MINES: Message Intercommunication for Inductive Relation Reasoning over Neighbor-Enhanced Subgraphs
AAAI 2024
Structural Information Enhanced Graph Representation for Link Prediction
AAAI 2024
Theoretical and Empirical Insights into the Origins of Degree Bias in Graph Neural Networks
NIPS 2024
Generalizing CNNs to graphs with learnable neighborhood quantization
NIPS 2024
Full-Body Motion Reconstruction with Sparse Sensing from Graph Perspective
AAAI 2024
Tumor Micro-environment Interactions Guided Graph Learning for Survival Analysis of Human Cancers from Whole-slide Pathological Images
CVPR 2024
Graph Invariant Learning with Subgraph Co-mixup for Out-of-Distribution Generalization
AAAI 2024
Category-Level Multi-Part Multi-Joint 3D Shape Assembly
CVPR 2024
MQuinE: a Cure for “Z-paradox” in Knowledge Graph Embedding
EMNLP 2024
Learning Structure-from-Motion with Graph Attention Networks
CVPR 2024
What Would Happen Next? Predicting Consequences from An Event Causality Graph
EMNLP 2024
Optimal Quasi-clique: Hardness, Equivalence with Densest-k-Subgraph, and Quasi-partitioned Community Mining
AAAI 2024
Modeling Layout Reading Order as Ordering Relations for Visually-rich Document Understanding
EMNLP 2024
Beyond Scaling: Predicting Patent Approval with Domain-specific Fine-grained Claim Dependency Graph
ACL 2024
Hypergraph based Understanding for Document Semantic Entity Recognition
ACL 2024
Learning Persistent Community Structures in Dynamic Networks via Topological Data Analysis
AAAI 2024
SAT-Based Algorithms for Regular Graph Pattern Matching
AAAI 2024
FC-GNN: Recovering Reliable and Accurate Correspondences from Interferences
CVPR 2024
InstructProtein: Aligning Human and Protein Language via Knowledge Instruction
ACL 2024
CurveCloudNet: Processing Point Clouds with 1D Structure
CVPR 2024
MPGraf: a Modular and Pre-trained Graphformer for Learning to Rank at Web-scale (Extended Abstract)
IJCAI 2024
Predicting Housing Transaction with Common Covariance GNNs
IJCAI 2024
WaveNet: Tackling Non-stationary Graph Signals via Graph Spectral Wavelets
AAAI 2024
CONC: Complex-noise-resistant Open-set Node Classification with Adaptive Noise Detection
IJCAI 2024
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