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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
End-to-End HOI Reconstruction Transformer with Graph-based Encoding
CVPR 2025
GRAPE: Heterogeneous Graph Representation Learning for Genetic Perturbation with Coding and Non-Coding Biotype
IJCAI 2025
Graph Random Walk with Feature-Label Space Alignment: A Multi-Label Feature Selection Method
IJCAI 2025
HGEN: Heterogeneous Graph Ensemble Networks
IJCAI 2025
Leveraging Personalized PageRank and Higher-Order Topological Structures for Heterophily Mitigation in Graph Neural Networks
IJCAI 2025
Divide and Conquer: Coordinating Multiplex Mixture of Graph Learners to Handle Multi-Omics Analysis
IJCAI 2025
Multi-document Summarization through Multi-document Event Relation Graph Reasoning in LLMs: a case study in Framing Bias Mitigation
ACL 2025
State Feedback Enhanced Graph Differential Equations for Multivariate Time Series Forecasting
IJCAI 2025
MTGIB-UNet: A Multi-Task Graph Information Bottleneck and Uncertainty Weighted Network for ADMET Prediction
IJCAI 2025
Backdoor Attack on Vertical Federated Graph Neural Network Learning
IJCAI 2025
DGCPL: Dual Graph Distillation for Concept Prerequisite Relation Learning
IJCAI 2025
Hierarchical Material Recognition from Local Appearance
ICCV 2025
Graphically Speaking: Unmasking Abuse in Social Media with Conversation Insights
ACL 2025
PS-Mamba: Spatial-Temporal Graph Mamba for Pose Sequence Refinement
ICCV 2025
Breaking Grid Constraints: Dynamic Graph Reconstruction Network for Multi-organ Segmentation
ICCV 2025
Social Recommendation via Graph-Level Counterfactual Augmentation
AAAI 2025
iQUEST: An Iterative Question-Guided Framework for Knowledge Base Question Answering
ACL 2025
SLRL: Semi-Supervised Local Community Detection Based on Reinforcement Learning
AAAI 2025
Dual-Channel Interactive Graph Transformer for Traffic Classification with Message-Aware Flow Representation
AAAI 2025
Each graph is a new language: Graph Learning with LLMs
ACL 2025
KeyPose: Category-Level 6D Object Pose Estimation with Self-Adaptive Keypoints
AAAI 2025
GRNFormer: A Biologically-Guided Framework for Integrating Gene Regulatory Networks into RNA Foundation Models
ACL 2025
Spatial-Temporal Heterogenous Graph Contrastive Learning for Microservice Workload Prediction
AAAI 2025
LLM-Based Multi-Agent Systems are Scalable Graph Generative Models
ACL 2025
Kernel-Aware Graph Prompt Learning for Few-Shot Anomaly Detection
AAAI 2025
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