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Graph Neural Networks

1127 directly classified papers

Papers per year

Papers

Verifying Quantized Graph Neural Networks is PSPACE-complete IJCAI 2025
HiGDA: Hierarchical Graph of Nodes to Learn Local-to-Global Topology for Semi-Supervised Domain Adaptation AAAI 2025
LLM-Based Multi-Agent Systems are Scalable Graph Generative Models ACL 2025
GRNFormer: A Biologically-Guided Framework for Integrating Gene Regulatory Networks into RNA Foundation Models ACL 2025
Mamba-Based Graph Convolutional Networks: Tackling Over-smoothing with Selective State Space IJCAI 2025
Causality-Inspired Disentanglement for Fair Graph Neural Networks IJCAI 2025
End-to-End HOI Reconstruction Transformer with Graph-based Encoding CVPR 2025
Sifting through the Haystack - Efficiently Finding Rare Animal Behaviors in Large-Scale Datasets WACV 2025
POS-Aware Neural Approaches for Word Alignment in Dravidian Languages COLING 2025
Each graph is a new language: Graph Learning with LLMs ACL 2025
MisinfoTeleGraph: Network-driven Misinformation Detection for German Telegram Messages ACL 2025
Inductive Learning on Heterogeneous Graphs Enhanced by LLMs for Software Mention Detection ACL 2025
Hierarchical Classification of Propaganda Techniques in Slavic Texts in Hyperbolic Space ACL 2025
RTE-GMoE: A Model-agnostic Approach for Relation Triplet Extraction via Graph-based Mixture-of-Expert Mutual Learning EMNLP 2025
LGA: LLM-GNN Aggregation for Temporal Evolution Attribute Graph Prediction EMNLP 2025
Unmasking Fake Careers: Detecting Machine-Generated Career Trajectories via Multi-layer Heterogeneous Graphs EMNLP 2025
Cross-domain Rumor Detection via Test-Time Adaptation and Large Language Models EMNLP 2025
Type-Less yet Type-Aware Inductive Link Prediction with Pretrained Language Models EMNLP 2025
HGMP: Heterogeneous Graph Multi-Task Prompt Learning IJCAI 2025
STLSP: Integrating Structure and Text with Large Language Models for Link Sign Prediction of Networks IJCAI 2025
Exploring the Over-smoothing Problem of Graph Neural Networks for Graph Classification: An Entropy-based Viewpoint IJCAI 2025
Multi-document Summarization through Multi-document Event Relation Graph Reasoning in LLMs: a case study in Framing Bias Mitigation ACL 2025
Question-Aware Knowledge Graph Prompting for Enhancing Large Language Models ACL 2025
iQUEST: An Iterative Question-Guided Framework for Knowledge Base Question Answering ACL 2025
GBGC: Efficient and Adaptive Graph Coarsening via Granular-ball Computing IJCAI 2025