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Methodology
← Core Methods
Machine Learning
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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
Graph Edit Distance with General Costs Using Neural Set Divergence
NIPS 2024
Structural Information Enhanced Graph Representation for Link Prediction
AAAI 2024
Weisfeiler and Lehman Go Paths: Learning Topological Features via Path Complexes
AAAI 2024
Replay-and-Forget-Free Graph Class-Incremental Learning: A Task Profiling and Prompting Approach
NIPS 2024
GRANOLA: Adaptive Normalization for Graph Neural Networks
NIPS 2024
SimCalib: Graph Neural Network Calibration Based on Similarity between Nodes
AAAI 2024
Graph neural networks and non-commuting operators
NIPS 2024
MGNet: Learning Correspondences via Multiple Graphs
AAAI 2024
Full-Body Motion Reconstruction with Sparse Sensing from Graph Perspective
AAAI 2024
InstructProtein: Aligning Human and Protein Language via Knowledge Instruction
ACL 2024
Hypergraph based Understanding for Document Semantic Entity Recognition
ACL 2024
T-NET: Weakly Supervised Graph Learning for Combatting Human Trafficking
AAAI 2024
TAU: Trajectory Data Augmentation with Uncertainty for Next POI Recommendation
AAAI 2024
Beyond Scaling: Predicting Patent Approval with Domain-specific Fine-grained Claim Dependency Graph
ACL 2024
Multi-Grained Conversational Graph Network for Retrieval-based Dialogue Systems
COLING 2024
Link Prediction for Flow-Driven Spatial Networks
WACV 2024
Improving Graph Networks Through Selection-Based Convolution
WACV 2024
Second-Order Graph ODEs for Multi-Agent Trajectory Forecasting
WACV 2024
PyGOD: A Python Library for Graph Outlier Detection
JMLR 2024
Topological Node2vec: Enhanced Graph Embedding via Persistent Homology
JMLR 2024
Pygmtools: A Python Graph Matching Toolkit
JMLR 2024
Exploring the Role of Node Diversity in Directed Graph Representation Learning
IJCAI 2024
Feature Transportation Improves Graph Neural Networks
AAAI 2024
Barely Supervised Learning for Graph-Based Fraud Detection
AAAI 2024
Modeling Layout Reading Order as Ordering Relations for Visually-rich Document Understanding
EMNLP 2024
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