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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Graph Mixture of Experts and Memory-augmented Routers for Multivariate Time Series Anomaly Detection AAAI 2025
Structural Entropy Guided Unsupervised Graph Out-Of-Distribution Detection AAAI 2025
KITS: Inductive Spatio-Temporal Kriging with Increment Training Strategy AAAI 2025
AGRec: Adapting Autoregressive Decoders with Graph Reasoning for LLM-based Sequential Recommendation ACL 2025
AeroGTO: An Efficient Graph-Transformer Operator for Learning Large-Scale Aerodynamics of 3D Vehicle Geometries AAAI 2025
CLeVeR: Multi-modal Contrastive Learning for Vulnerability Code Representation ACL 2025
Noise-Injected Spiking Graph Convolution for Energy-Efficient 3D Point Cloud Denoising AAAI 2025
Hierarchical Mixture of Experts: Generalizable Learning for High-Level Synthesis AAAI 2025
Edge Contrastive Learning: An Augmentation-Free Graph Contrastive Learning Model AAAI 2025
Community-Centric Graph Unlearning AAAI 2025
GraphLSS: Integrating Lexical, Structural, and Semantic Features for Long Document Extractive Summarization NAACL 2025
Out-of-Distribution Generalization on Graphs via Progressive Inference AAAI 2025
Graph Agent Network: Empowering Nodes with Inference Capabilities for Adversarial Resilience AAAI 2025
Towards Scalable and Deep Graph Neural Networks via Noise Masking AAAI 2025
Subgraph Aggregation for Out-of-Distribution Generalization on Graphs AAAI 2025
What Makes a Good Reasoning Chain? Uncovering Structural Patterns in Long Chain-of-Thought Reasoning EMNLP 2025
Unmasking Fake Careers: Detecting Machine-Generated Career Trajectories via Multi-layer Heterogeneous Graphs EMNLP 2025
LGA: LLM-GNN Aggregation for Temporal Evolution Attribute Graph Prediction EMNLP 2025
MARK: Multi-agent Collaboration with Ranking Guidance for Text-attributed Graph Clustering ACL 2025
HyperDefender: A Robust Framework for Hyperbolic GNNs AAAI 2025
Detecting Sexism in Tweets: A Sentiment Analysis and Graph Neural Network Approach NAACL 2025
Exploring Large Language Models for Effective Rumor Detection on Social Media NAACL 2025
Event Pattern-Instance Graph: A Multi-Round Role Representation Learning Strategy for Document-Level Event Argument Extraction ACL 2025
Knowledge-Guided Part Segmentation ICCV 2025
Causal Inference over Visual-Semantic-Aligned Graph for Image Classification AAAI 2025